{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.加载依赖包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import joblib\n",
    "import warnings\n",
    "import gc\n",
    "import os\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 使用feature score 做特征筛选"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_train(train_no=1):\n",
    "    input_dir = '../../2.1preprocess_train_data/9.select_features/train_data/'\n",
    "    train = joblib.load(input_dir+'train_0%d.lz4'%train_no) \n",
    "    y_train = train[['RULR']]\n",
    "    x_train = train.drop(columns=['RULR'])\n",
    "    return x_train, y_train\n",
    "\n",
    "x_train_01, y_train_01 = load_train(1)\n",
    "x_train_02, y_train_02 = load_train(2)\n",
    "x_train_03, y_train_03 = load_train(3)\n",
    "\n",
    "x_train = pd.concat([x_train_01, x_train_02, x_train_03], axis=0)\n",
    "y_train = pd.concat([y_train_01, y_train_02, y_train_03], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.不做特征选择\n",
    "use_cols = [col for col in x_train.columns if col not in ['CL']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./use_cols']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2.使用学习器做特征选择\n",
    "from xgboost.sklearn import XGBRegressor\n",
    "params = {'maxdepth': 6, 'learning_rate': 0.1, 'n_estimators': 100, 'objective': 'reg:linear',\n",
    "         'booster': 'gbtree', 'n_jobs': 20, 'reg_lambda': 2}\n",
    "\n",
    "xgb = XGBRegressor(**params)\n",
    "xgb.fit(x_train, y_train)\n",
    "joblib.dump(xgb, 'xgb_model')\n",
    "\n",
    "xgb = joblib.load('./xgb_model')\n",
    "feature_score = pd.Series(data = xgb.feature_importances_, index = x_train_01.columns).sort_values(ascending=False)\n",
    "use_cols = list(feature_score[feature_score>0].index)\n",
    "use_cols = [i for i in use_cols if 'CL'  not in i]\n",
    "joblib.dump(use_cols, './use_cols')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Current_1__length',\n",
       " 'Vibration_3__mean',\n",
       " 'spindle_load',\n",
       " 'Vibration_1__abs_energy_scale',\n",
       " 'Vibration_3__abs_energy_scale',\n",
       " 'Vibration_3__abs_energy',\n",
       " 'Vibration_3__kurtosis',\n",
       " 'Current_1__variance',\n",
       " 'Vibration_3__mean_abs_change',\n",
       " 'Vibration_2__abs_energy',\n",
       " 'Current_1__mean_abs_change',\n",
       " 'Vibration_1__variance',\n",
       " 'Current_1__abs_energy_scale',\n",
       " 'Current_1__abs_energy',\n",
       " 'Vibration_2__kurtosis',\n",
       " 'Vibration_2__variance',\n",
       " 'Vibration_2__mean_abs_change']"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "use_cols = joblib.load('./use_cols')\n",
    "use_cols"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.去除异常点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载baseline data\n",
    "def load_train_baseline(train_nos=[1], use_cols=[]):\n",
    "    '''\n",
    "    描述:\n",
    "        返回健康数据\n",
    "    '''\n",
    "    input_dir = '../../2.1preprocess_train_data/9.select_features/train_data/'\n",
    "    train_list = []\n",
    "    for i in train_nos:\n",
    "        train = joblib.load(input_dir+'train_0%d.lz4'%i)\n",
    "        train_list.append(train[:8000])\n",
    "    train_baseline = pd.concat(train_list, axis=0)    \n",
    "    train_baseline.reset_index(drop=True, inplace=True) \n",
    "    y_train_baseline = train_baseline[['RULR']]\n",
    "    x_train_baseline = train_baseline[use_cols]\n",
    "    return x_train_baseline, y_train_baseline  \n",
    "\n",
    "x_train_baseline, y_train_baseline = load_train_baseline([1,2,3], use_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据标准化\n",
    "# <1>定义baseline数据标准化函数\n",
    "def standard_scale(x):\n",
    "    if x.shape[0]==0:\n",
    "        return x,0,0\n",
    "    idx = x.index\n",
    "    m = x.mean()\n",
    "    std = x.std()\n",
    "    scaler = StandardScaler()\n",
    "    scaler.fit(x)\n",
    "    x_arr = scaler.transform(x)\n",
    "    return pd.DataFrame(x_arr, index = idx, columns =x.columns),scaler\n",
    "\n",
    "# <2>使用健康数生成的scaler，定义对所有测试的数据做归一化标准化的函数\n",
    "def standard_scale_new(data,scaler):\n",
    "    cols = data.columns\n",
    "    idx = data.index\n",
    "    data_s = scaler.transform(data.values)\n",
    "    return pd.DataFrame(data=data_s,columns=cols,index=idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./scaler']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train_baseline_stand,scaler = standard_scale(x_train_baseline)\n",
    "joblib.dump(scaler, './scaler')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.降维查看原始数据分布\n",
    "pca_2 = PCA(n_components=2,whiten=True).fit(x_train_baseline_stand)\n",
    "base_pca_data = pca_2.transform(x_train_baseline_stand)\n",
    "plt.scatter(base_pca_data[:,0], base_pca_data[:,1], s=1)\n",
    "# 不需要做异常点去除\n",
    "data_ad = x_train_baseline_stand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.异常点检测\n",
    "from sklearn import svm\n",
    "from sklearn.covariance import EllipticEnvelope\n",
    "from sklearn.ensemble import IsolationForest\n",
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "def anomaly_detection(raw_data, apply_data, name, outliers_fraction=0.2):\n",
    "    '''\n",
    "    描述:\n",
    "    参数：\n",
    "        name: 选用的算法名字\n",
    "        apply_data:对apply_data去除掉异常值,apply_data是标准化之后的样本\n",
    "        outliers_fraction：表示异常点的比例    \n",
    "    '''\n",
    "    anomaly_algorithms =  {\n",
    "        \"Robust covariance\": EllipticEnvelope(contamination=outliers_fraction), # 速度太慢\n",
    "        \"One-Class SVM\": svm.OneClassSVM(nu=outliers_fraction, kernel=\"rbf\", # 只能单核运行\n",
    "                                          gamma=0.1),\n",
    "        \"Isolation Forest\": IsolationForest(behaviour='new',\n",
    "                                             contamination=outliers_fraction,\n",
    "                                             max_features=0.8, \n",
    "                                             random_state=2018),\n",
    "        \"Local Outlier Factor\": LocalOutlierFactor(n_neighbors=35, \n",
    "                                                   contamination=outliers_fraction)}\n",
    "\n",
    "\n",
    "    algorithm = anomaly_algorithms[name]\n",
    "    print(name)\n",
    "    if name == \"Local Outlier Factor\":\n",
    "        y_pred = algorithm.fit_predict(raw_data)\n",
    "    else:\n",
    "        y_pred = algorithm.fit(raw_data).predict(raw_data)\n",
    "    print('number of anomalys:',np.sum(y_pred==-1))\n",
    "    pca = PCA(n_components=2,whiten=True).fit(x_train_baseline_stand)\n",
    "    data_pca = pca_2.transform(raw_data)\n",
    "#     plt.figure(figsize=(20,10))\n",
    "    colors_arr = np.ones(y_pred.shape[0])\n",
    "    base_line = data_pca[y_pred!=-1] \n",
    "    anomaly = data_pca[y_pred==-1] \n",
    "    plt.scatter(base_line[:,0], base_line[:,1], s=3, c='b')\n",
    "    plt.scatter(anomaly[:,0], anomaly[:,1], s=3, c='r')\n",
    "    return raw_data[y_pred!=-1].copy(), apply_data[y_pred!=-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isolation Forest\n",
      "number of anomalys: 1200\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# anomaly_detection(x_train_baseline_stand, \"Robust covariance\", 0.2) \n",
    "# anomaly_detection(x_train_baseline_stand, \"One-Class SVM\", 0.2) \n",
    "data_ad,  x_train_baseline_ad = anomaly_detection(x_train_baseline_stand, x_train_baseline, \"Isolation Forest\", 0.05)\n",
    "# data_ad, x_train_baseline_ad = anomaly_detection(data_ad, x_train_baseline_ad, \"Isolation Forest\", 0.02)\n",
    "# data_ad, x_train_baseline_ad = anomaly_detection(data_ad, x_train_baseline_ad, \"Isolation Forest\", 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f487238f8d0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FwuhJ5hfy5FeN3lPv4UdvdxaNTxfShhdSoAAzZIBGIyeqTcciyazBVXKM4rOPbOD+pmq+89qFHJ27MeHrtJlzXgOws9mL22XjxWO9ADz3aAuvnB7QwyWgxdED4QTvdQdo9JaiKAqBqbjeLVJ47BtXVvDY5hW8cnqQA0d7sjkFuKuukkaviwfXe9myxq0vNuIz291Sy7aG3M/5mYfXz9ixSCRLjTTsi+BaaIwX2/XQyFxef74nKR6HmRJAoXzZ1jBM44MzNdn5ShWjAkWEIJ57tAW30zaj34tRKw8QTaRAUXBYTTy2eYUeIhFGMf+aGtMJX/F4c20ZPaNhHmiqZs99a3nl9AA71lXnKHee3rUuZwHq9k/ROTyJ3WrKFkqN4rCZATjZG+K97gAPrPfy0w/62H/kEqCFUcSuptsf5kdvd/LCV+4tuMvK/+xkqwDJ9UAa9psE0fWwmCGdD4W8/kgipfcsN1aR5hvN/IUkv+LU6OWLa+1uqc0J3+xYV00kkdL13NDOtoYquv1h1nicNNWU0e2fytktCKWOCM84s0lRYfR9o5rhfO7RlrzipJWc7R/nsc0r9Xv/ygsf4AtEWFsd5a324ax6pgGrWWHPp+pJpDIc6Rzl1OUQkUSaPdvr9Rh4U20ZO9ZVZ6WKih4LF1OafveFDwFY43Hy3KMtbGsY1nc1oo+NSL7mFy4VagImdho3k4GXi87tgzTsNwlLEd4ppPcGcnqWGz1JY5y6mJJDGCIRgxbqlf1HLnGkU/Nwd6yr5uld67LX0qSIVrOie+wwLbtsvzJBW9eoLr8s1klSXLe+yokvEKFn9EP+5+/coy8KxoXQ3artTvZ8qp7LwQhPPdREfbUrJ4YP6DF0gIOnB4gmp7XwqGQXI/jmFzai7Qg0Xf3LJ/roDUZo9LrY/+VW/T3VV7uyVajTGnynzWyQTJpzdkrG9xdJpG66XjCyP83tgzTsN5j8lraL8ZiMMez8BKUxsRcMJ/irX3bRfmWSrz28PkePXaywRxgiEYtu6wqQTGuSw5blZVjNCoc7/NzfVM3jrXU5ChyjwRYhlsBUPGtAVf0YozHp9k/x9ZdO89RD2n0PjEXxBXrxBSL6TkB42+L+xDl2Nnvp9od55+IIH/q0r3ZbV4CdzV6ee7SFTasGiCYzvPbRFXyBCGf6QvpnI2ShbV2jvHJ6MEfJc0+9Rz9Ho7c0R/kjFDEa2mKw9/61gDJjp2SUgB446uPpXesKFmsVy4Nca65F7khyY7hqw64oSh3wIlCL9s3er6rqvqs97+2OUYVilNEtZvScCCck0+e4v8mrLxIwbUzyDXb7lXGC4SRb13o40ulnd0stjd5SDhzt4XCHn/oqJ/fUe3Qj88rpAV0XfucqNw9tqOXx1jrGIgkSqXMMhKIcOOrTww/C+Il4vgg9PHnv6mwMW5kRHvrhmxc5eHoAXyDC5WCEl7+6HQC71cSZ/nHC8WT2E1BnyEsjiTTRRJqmmjLdS89XqzhtFvZsrwNVZf+RHu5cVaGfY8/2tZzwjWW9em3REQnaHeuqaesa1cNkxs9W06VDfZWTaCLD/iOXePaRDfoO5WTvGH/xpbsKFG11zmh6Jp4rlge51sj+NLcPS+Gxp4Cvq6p6SlGUMuCkoihvqqravgTnvq0oFOKYTZdd6HXGpKjQmT/1UBOXgxGqXDa+89oF3r4wwre/eEfO64VRX1FhZzKeJBhOcl9jFaB5tXtfPJE1pFoDLV8gonv0wsjUVzn58jbNMBvvRUgCBXu21xMIJ7ivsYqnHmpiW0NVTugBhJ5b5ZmHm3X9uwhheFxWuv1hXQ5YVVrC8R5Nwlhf5dRVKcbPJppIs//IJXasq6KtK8COdVWIxKrHZePb/+vX7H/3Us5n035lkm7/FI3eUjwuGz/637boYZVgOKEldYEql4VGr4vm2rKcxmig7URePTtItz+Mw2YuuAPIlzU+3lpHIJzg3YvTC2r+775QHkQimS9LMfP0CnAl+/+TiqL8GtBqzCU5GA2yMeEmniskFTS+DqaTosbWsQDd/rCecDzeE9S9+GOXAmxaVZmj4hBsXFEBCgyEorohFf3RW5aX8eS9q9nWoBXvXA5qyhZVHaU3GAE0Ax5JpNl7/1pO9I5x6nKIsXCCp/7hlG7oH/AFc5KhmmethXJO9o7p0kJj1edjm1fqRUMicSvi+b5AhLfatbj6gaM+TvYGaesKUF/lBCCZVrPxfiWbW9CSsWf6Qvpn88rpQTpHpmjrGjUsaJqHLrx2Z3ZXAXDq8jh9Y1H+9OftdPvDHOn0c/caN3u2r+Wt9mG6/WF2Nntzipse27ySE74xNq7MraYVC5EomvrWq7mToYxe82KT6BLJksbYFUWpRxtsfbzAc3uBvQCrV69eysveMhgN8raG4Rnx8GKVnvfUe2j0urin3qM/tmlVJZtWTRsNYfjq3A4e+eRynry3DiHx27Sqgqd3NRFNpNm1QSUUSXK8J0gsmebFY71sXeumttzOwNh0HPv+pmo9SQiw6xO1LCsfp7GmlBff79WTj/vf1UIPn1xZwanLIU73jXF2YAKAHeuqpmP773Tz87ODDIRiPNG6ikavi7auAF9/6bTeHXJaK+7jwpUJ3r4wwvGeIMcuBfjmFzby0w/6ONM/RmBKyxWI7oprPFqCtc7t4HhPkG0NVfoCFZiKZ+elTrdUOHh6gOf/1Ua9mvWpfzhFNJnm1GXN+N/XWJUTZtm5oYa+YIQ9n6rnT3+uVcm2dQVy8gkiLPUHPzlFQ3Upl0andKmkcbiH2DntfaABm8W06MlQEslsLJlhVxSlFPgn4A9VVZ3If15V1f3AfoDW1tbijUtuY0Qv7/yeKvkeeH4S9Udvd+p66R88sVk3Ds8+soGxiNa+dkVFCQArKu189dNaKf+eT9Vzpj/EXXVuOoYn9bju+cEJeoMRDneM6KELICfcMTAW5d/93QmO94zx529eJJ7K8OVta7BbzFQ6rPgCEX7yQS91bgfNtWX8w/HLgFZoBLBjXTXf/MJGvRPj/ncv6Z/D0a4A/aEoazxODnf46Rn9EF8gohtyI6ICdlvDMFWlNo73jHG8Z0zvrrhldQVWs5neYITxqHbtvz3aw1g4oevSj10a5ezAJJtWlhEMp/AFIvzlL7u4r7GaQDieE0YCULLt3IXKRSQyf9UX0qWbn924TP/9iAX6D37yK93oa59BFZFEml9eGOFPf97OfVlN/c5mL18tMkx7riEgEsl8MD///PNXfRJFUazAQeBfVFX9m7mO379///N79+696uvezATDCV5830eDt1QveAFw2My0ZpOS33ntAheHJ/nsxmV8duMyg2Kih//6xkXsVhPNy8rp8U/hsFn4w93r+S8Hz/NupyYx/A+fbeY/vnyGdztHmYilmIilGAjFOD84waeba/i/fnKKwVCMdy76cTttjEeTVJeW4HHZONM/zkQsxW/etYo7V1ViMSvs2uClzG7l7MA4Z/rHGQjFAEhnVP09He7wE0tlsJgUYskMEzFNUnh5LEql08L3futO1lS5WFFp59ilIP/jcDfNtWVsbagimUpjs5jYvq6K84MTPNlah91q4qOsh1/lsjI8GadlWRl1HifLK+y01nvYulaLl39yRQUf9ARJZzIEwpoRX+1xcbwniMUE0aQW4omnMlwJRfGWlRCKJhmPpkhlVBJplc9tXJZ970k+9I0RS2a0uP2dKyixmKgtt3O8Zwy71cRDG2pzflcWk8KaKhcfDYzjsJnoDUQ40RukeVk5DpuZC1cmOHk5xKaVZTTVltGyvJy//GU3v+zwc2U8RjCc4P/cuU6f7lTo+/Hi+z7+32OX2dns5ZmHm3OeuxbfR8mtxTe/+c0rzz///P65jrtqw64oigK8APSpqvqN+bzmZjfs8/0jyD/O+G+j4X5gvXfGeRq8pVwcnuRwhx+Py8b9TV5a6z04bGYOd/g52TvGnXWV9IyG2Xeoi9+8ayX/dLJf9y4/vd7L3x/vZSySxD8VZ2dzDfFUmlA0yeVghIvDk/zBQ0388uIIoUiK81cmmIilONM/zqebvdxZV4ndYuJL967m4OkB3r8UxKSAoiioqspkPDXj/S6vsGM1a+5sLJWhxKKQzmh67uGJOLFkhpqyEqZiSfYf6WF4IsZUPE2Z3cIPn7yLntEwhzv8jE7GaV5Wxgq3g3K7lTP945RYTFQ6LPinEtR5HIxHU7RfmeRM/zgWM/zTqUEOXxhhNJwgmZne8N3XWMWl0SkS6bxNoAr+qQRup5WpeJoSs8JUIs3WtR5C0SRDE3EAKh1W/uyLmwhFE9R5XKiqSsfwFMvKS7gcjOB22Tg3MIHFpPBed4DlFSVYzSbODkxw8vIYx3uCeFw2Wus9bFxZgcdlo8pl519OD2IxK3x+0womY0mGJ+O6HPPetR5ePTPId167oL/W+L0QjdOWMgzz4vu+Wb+P1xq5sCwN8zXsSxGKuQ/4N8BHiqKczj72x6qq/q8lOPcNYbFtd/MLUfJnY+bHTkVYJl/54LBqXQ7P9IVY43FQX+VkzBAyqHM76Bie4HjPmP6aM/0hfIEI9VVOastLsrH1Sj65ooK2rgAty8sYCEX59Hqv9gJVK9jp/cmv6A9FAfhV3zigDY+o8zjpDYQZmoizrLyEoYk4HcNTOfcZT6nUuR0Mj8f0x356og81a2P9k3G2rK7km1/4JAAnerX7HZ6MMzwZ59TlECsq7NlzZQhGknhcVlIZLRlsMSl88a6VerJ2PJbCZoJEBswKbFxRTm8wrHvqRlQlQ53bQd+Y9t42r3ZzvCfIG+3DfP3h9XzvFx1kVJWBUIwD7/v00EelwwrAOxdHOXjmiv47rHM7sjF87T2IwiljHkFo3r/2kvZncLxnDKfNwtmBCTwuK31j0Wwcv50fPLG5YJXqQpu2zTcOv7ullpeyPepvRPMxWfx0fVkKVUwb+UMmb3EW0nY3kkgTSaQKFqKI4Qy7W2rp9k/pPVMiCeENa9WKY5GEnkR0O21EE1p44HhPkOPZduqr3BHua6zive4AfWNRPtVQxYWhScajKercDnyBCG6nFvv2uGzc11jFWDhOW1eAOreDYDjBeDTFW+0jhJNpNq0sB9CN+rIKO16XFWeJlW9/8Q5eOT2gx7s9Tqvu4RpZ43HqRhe02PR4dNrTT6uaAWr0ltLtn8omMaHMbqbcbmUgFGNwPIa31MZENIHdYmJoIo6iRjApkMqoHDzdz399fDP9YxFCkQThrKImrcLZgQmeaF2F1WwmGI7TfmVSv3YkoRJJRKlwWPjsxmVUOmz0BSP4AhG+94sO3eAbi5dAYZ3XxTd+dp4/+kwzb2S7S4okK8DWtW7uXOUmFE2Qzqg0VGvKFWG4PC4rwXASt9PK43fX8eS9dbqiqKnGpF9P62k/s0pVMJfhnq0JW6HjjeqdGyGhlMVP1xdZeVqAhbTdFZ0FC/U8N5a9H7sUoNsfpr7KycnekF6+frY/RDKt5vRWEc2mhKdc53Zky9zhd1/4kN5ghMHxqG5EdzZ7uTQa1pN2Qt1xOWt0hREDCCe18W3d/inK7RYmYto5hsZjDI3HeHpXE26njcMXRvTXiNebFc2gblldSesaD7FkinODEwyMRRmejKOqYLco2Cxm/bx3rqrgKy98wHg21u12WvnHf6fJC3/nbz6gbyyKf0qTQl7JLh6BSFK/djwNzx08l7Ng2MyKHnr5+UeDfHJFJa1r3LRfmaTO7WDL6koOXRhhKp5mPJri9XNDTMRS1JRpCWa308YjdyznTN8YdR4nr5we4K46N8//7DzldgvBcJI/e+0C4zFt0awuLSEcTzE0EefOVW6qSm367+jFY724XZqXLxLRwrhXlWoGtsplo7q0hG9/8Y4ZmnVtkVdmfHfm8nDzDeVCjr8RShtZ/HR9kYb9KsmtQtSGMUQSKZ55uDmnY2NzbRln+kPcuaqSg2cG2brWA6gc7vDzxN0rqa9yUud2srullr871ps1ptpGyFtm48B7Pg53jNA3FqW+ysnn71jOh74x4qkM49Ek/VnjW2JRiKc0o9c3FqW5tpQe/xSJvGiF5vlOPyiM/MHTA/hGp3TJIsBkXFsMRBg7lc7wi/NDure+ZXUlw5Nx/Ryrq0pIpDJ8dmMrTeIkAAAgAElEQVQtgXCCtq4A5Xbtq/bwJ6Y7P25ZXakvGl6XjXBy2qADuGxmwol0jlEHzTCvdDs4dTlEOJ7heE+QC0MTeujF7bQwlb1nQF9kMhnt/W5YVkbn8KSusAGwmBRShtj9ePY1b7SPMDQRY1m5tig4bCa9wOhM3xhrPC4Onh7EF4jw9K4m7m/y5rQD+PpLp/nAp43MMxp1QI+lF2IuD7dY07b5Hn89kLLNG4eiqtdfedja2qqeOHHiul/3WvPDNy+y71Ane+9vwGEzcexSkOM9QZ7e1aRP7jHGZkUzLfEYaFt932gkqw4ppX1oquC1SswK8aylFQZVYVqtbXy+EA4LZDCxvMKuXzsfkwKfaanlve5RJmPpGc+XmE3E0xk+Uevi18Nh7lhRxkeD0+GQrWs9fPuLd/B//K0mZ3TZTMSSmazXX8HZ/gndmJZYTMRTuatPtcvCaHjaqLtKzISzBnvTynKGxmOMTCUwKSBs8l11FZwbnCCZfe9G777aZWU0nMRVYiIcz7B1rZvJaFL/jO0WE5/dWKsvNq1rPPzszCBXJmKU2c387n1r9ZF2YgC3MOqNXhcvf3V7jgHr9k/xx/98FlD4T5/bwIe+4JIYuVvFYIr6jGcf2SC99SVCUZSTqqq2znXczFlkkoKIToiigrLQ43u21/PsIxtw2MzsO9Rl0GSrPPdoCzubvfz5E5vZ2eylrSuAw2Zmx7pqfIEIm1ZVUOmwcrxnjOFJLSQh5Ia1ZSUsKy+hulTb8q+stOcYbbvFRIXDoht1i2mmUXdac3/V0ZSWsBwMFTbqCpqx/GhgfIZRd9lMLKuwE882AxvMhlBCWc9aJFzar4zz0w/7+Ey2EVg4kdG9/nMDmlFXgPW1pTOMOpBj1AEShmPODkwwkg3hGBxtLo2GdaMOkEiruGym7P1pO4JwXDvPGo+LiyNa7NxiUviHf7uNlhVaodX9TdVUldr4zhfvwOOyMhlL47RZdKP+1D+cYt+hrmxOw8r3f/tOPC4b3f4pvvLCB3pjtuM9Y4xOxXn93BDfee2CXvS0UIzfswNHe7Ln6pn7hYu8xlLweGvdjHYZkuuDDMXMk2IxzPzHp8vnVaLJTHZ4hFYiL6pKc9UwWnz94tAEsZTKyko7teV2uv1TjEdTOKwm3dCXOzSZmKpqnRVFsnBkKoHHOf2rTGVUrCaFZNZwqkCkgHIEoNRuJZ5KE0+qOaGINVUOfIGovrgA+rnCiQwum3Y+p1VhPJrCZtZCPw6rSVepTMa0wqTPbazV4/PCuxZetCreENouIpoCa/aYNNqC5LSZGQ0ncwx2IUrMSk7YxoLWyEjsSo1rR7ndwqtnB7TFJZuo/e7rFwCVvQ80EE1m2HfoAltWV2Z7yZtnJMEBVlTYGRyP8c7FEbascRtmnGrhJpE4XV4xnr3y4nbIxu+ZWDqjyUzBtsuLZamVKzKufuOQhn2eFIphGqfTGyVvj7fW5cROCw143t1Sy9dfOs0X71qJ3WIilrU6uzbUsNLt5DuvXcBu0Yyk12XDZjVR4bDSHp1kcDxGg9dFbVmJbvSDkVzvVmi9ZzMjdouJYDhZ8LnLwemEqwktGm8812jWWxbx/ETWqc9kMvoCYDNrj79+fthwTYVIcvpMJRaTbiRjKbAoYHiaSDKDzZK72zCGnIzk71LEJ2K8nkDE3QEUFWrLpxuNjU4l2LWhBphORIM2WDscT9HtD+vhnEqnlcHxmL6YPfdoC8n0OZpqynA7bbz81e381S+7ONM/zt77tVBOPvmj8gqFWfK/f06becl6uhfriS+5dZGGfZ4U8j609qtd2VmdxT2e/Na00USaN9qH8AUiHO0azTVIisLBX/VjVtCNvT+7NR4Ixah0WAhFU7R1BSgrmb3Qw5hIzccYry6EcN6tJijk7IuH0ipYTNPesPGUrhIryUgyxwjnG1ljCEYFCt1uKC95Wmyxqim1UV1WQvuVSRwWE9G88I7dqsX4BdVZ9UoGdDmnxaTQ7Q9TXTrOppVljEwm8ZZqMtDDHX5WVmq6+7ISG+F4jIGsXFTUHjR6S2lZUaG1UFDgj3/jE3SOTHG8J4jTZp5Tugjk1EIYjXz+d+rA0R7dqbga8qc6LZZbJfb/cUAa9qvAWISkxU5Vnt7VlNMHBqY9MNGHW2Ai18usLSvh4OmBGSqQZeUlmE0KA6FYjpGbnMUwA0WNOsBv3bWSN9qHC+rTjQg7WMhLFotDgfA4MN03Zj6IUE0+CrDG48AXjOo7ByPGxOkqjxN/dgeTb9QBYskMtWUlKIpmyEfDSWrKShiZnP4MUhkVu9WU07NmXU0pLcvLGAxF9cTqiko7JRYTvcEIO5u9PLZ5JT98s0Mf5AFwfkALvwgt/FMPNeXcj4iXR5MZ9t6/lkgizWObV+i1EaIffKHmcMKpKNTTfT7kD3iBq5/qJIuQbh6kYV8A2h+iD1B1dYSIl4uBGc8+soFXTg+y71Cn7gEZW/VGEmmOdPo5dTmUY6RcJdOx9HyE8S2kHBGx9JzHgLlM6rmBEMNzGHWn1aTH5gstEWpWPuiymQgnMqwoL9ETqQtBobBRF9f1lJbwwHov/3SqXy9QEmRUsFsgntK0+IPZKlijwTcyPBmnwjH9ta92WXHazNy5qpwTvSEGQjFiyQybVlWAqjI6lSAYjrP/yKj+mrqs1PLpXU2IqUmvnB7IGZhSX+Wk0VuqGftEmm5/mNfPXclRxgjjDOjFZyd8QTau1Dz+vfc3sLPZW7BatNAYxIV4yoXG9T22eWXBeozZKLRAyFDOjUca9gVg9LhFn2+xRQ6GE/ofxbRaQc0p5d60apBigYRwPMOKCjuBqbjuxed7qDOMusIMow5zG3WAU30zGnDOPI/B2jqsJhRFxWIyMxlLYVKmwyrC2A7lLUzGhWE25konnroc4qP+UMGQEGixeUA36kLRA4V3AuPRlB4+ujwWZSqeZpXbyUAoRlmJmcl4mqFQVFfdDBpaJoDWxveSf4qxSIJL/im9H/yXt60GFLr9U7pxBvRe8e1XJmnr6tH7zgtP3WGzEE2mZwwscdhMRdtOGEMz+Tmc+WA0wlfjaRcSD0huPNKwLwDjMIjZ/tD2bF9rMPI+uv1hNq2s4MBRny65g1yNdW1pSY4BcZWYsCgmvVDGiKJoQpICOcElxbhoiOSg3ZJBJddYCuOZv8b8dmsd/3yqP6dYaPH3ov00fmYCS/b64lHxM9+oO20mItlFSKyRU/E0dW4HDdVO2rrQ8w7hbDZ4RYUdh81Mtz+M22Hh8XtWg6rmtOetcFjwBSKscke4v6maF4/1kspkskVoWjtk0UrgrfbhnHGIQuMdDCdwWM2IQSOvnNZaHMBMY5vvoRsL4eZL/mhB489CFNoVzCYekDH2G4vUsc8Doe8FeObh9QU774ljTvWO8fWXTnNPvYcDR328361t4S+PhQlFk1hM2h+r3TJtoEosJpKqZmmyTxOOZ5gq0GERdHUgAJUOC2X2uRNeJearb+djTOgaKRRGqSkr4aP+UEF9ej5elw2rafr+3E6rrj0X1xUIYwlaYhe0hGtttjIUwGyaeV8rK+080OTV/92yrEyvhk1nVI5d0oy0uNs1Hq3f+6N3rtB13WPRFKiqLjMtyap11nhcAKyoKOFI5yj31ruzVa1BLCaFvQ80sGlVBW6nZkzvqnNT6bDyROsq3ZhqVajad8vttHG2f5x9hzr1CVlGjbnwksVzonXFW+3T6iMj+fp047/na4zzryke23eoS08KFzpmsSy1pv7jhvTYZ6HQwOliW03xpRbj54yNo3asq2ZFRQkf+Mb4/Qca+N4vOnISi/FUhlS22KfErGCxmMio096j3QSxrMUpd5iZiE57wDaLmZ/s3cYf//NHRBMpfn1lckZ4plBsfqGYiiQ3i+GfjOckJa1kNeUFjk2j5txzftK1zu2gNxhFhZykZoO3lEgiTd9YNCcJnC7wVndtqOFnZ6/o/354Yy0Prq/hd//2wxmhFoAd62t4eONyookUW1ZX8vYFPypwpn+c4z1BXe4IsLmukqpSG13+MKcuh9i61sPe+9fyRvuwHloRP595uJk/OXiOUDTJuxf9+Cfj7PlUPQfe9/Hcoy3ZgeJat8kd66q5p97DV174gKaaMvYfuUQkkeLKeIxKp4Xm2jLda977QIPejK7YgGzI7UIqxiaK8OJsYZT8hndidoB4Lt97v1pkIvbqkB77LEx/uZSiFXTBcIIfvtlBIJzg6V3r+P5v38nOZi/f/+072ftAA/c1VtGyvIyXTg6wttrF0EQsx3B5XTbKSsxZ2aBCNKUyGUvnSBFjBkMVzQtrjE3F+emHfRzvCXJxeKZRB23hWMgvWkwnMlIoEQnkeNpG8g9PItKMM8nX0gsP3Z71iH1Zo24x5YZhXCUWXaUiirf0+8qepKbMxqaVFRw8M8hYJEmFw8KW1ZVEkxneuTiSExoD8DgtbF3r5nMbl3G2P8T+Iz0cyhp1j8vKGo8WLzdl30m53UJHtq++eNeDoSgoCr5AhDUeJ9Gk+J1pQ7JFBe1kLMnhDj/PZCcmfetVMSZ4Oqj0gzc6ONzhp/3KOM8+sgFQeOlEP6FIij/9ebvuNbcPjrPvUBcHjvbM8HZFBahxhqxIyoKa81whrx6mG97tO9Sle+QinGNMBBeTdC4UWbV6dUiPfRYKddDL37IalQ3PPrKBLWvcvPCVewmGE3QOT/JedwBFUbi33p3t6+1ky+pKOocnmYyndY06aFI70chKtNG1Wsys85byy44RRqYSNHhL6Rie0jsIJlX0Qc2xrLyxkCJkNn89PxZt7AYpzgfaOU1AmcPCf/7cBn787iW9z0whdU4hjEeI1xivX+GwMB5NUWJWiKUyOTJLURnrtCk8esdKeoPajkjsYkSvdoAKu5XGGhdrqly8dKIfgEqnhcc2reTFY716L/gtqys5dTlETamNkakEy8pLsuMAO2jrClDptPBgUw3HewIMTcR57dwQAI/csZwPskM2xC6idU0V41GtgOm1j67obY17g1qf/AfXe/mDn5yaoX56oKmK0akkTbVl2dbGCvc1ap0ijbNRG72lBMMJroxHeaN9iD/5fAt1VU6OXQpQ53FmY/6KLpOMJNI88/B63QAbZ+sK6eVjm1fS6C3NScCK5mX54/lmi8UXe26xcXdZtXp1SMNehPwvZDHlQaHWq93+Kb3xVX2VUx8yDegdGgXGYRB2i4l//+lG/rqth25/mKHxGDubvfzn3/gEdquZF4/1Yla00E5DtZMXj2lzRiejcV3NAcW9a4HNBOtqy2m/MkFpiZnacjt9wcjMKURZjOfLAKvdDr7/RofuaStMJ1qNi4rdomA2mfC4rPSPxXKMukkBi1kz7Eaj/tmNy3jpRL+uDBJevvG1qTS8f0nrSy9CX6AN3H7z18OkMjAaTjDak6B9cFr901BdSsfw9L8Hx2PUeRxsXevmV9kK047hbKuASgflDjOhSIrXz13BZNLuYDKeor7KyfIKB59pqWX/kR5WVNhZVmEHVP7k8y0889Jp/XcqqoN9gQjfff2CvgiIBQygvrqMlhWaLLZ9cIK2rlH2PtDAA+u9Mwyix2Wj0VtKKJLiwPs+Nq2q4HCHn6d3rdM97//y/50D4NilAN/+eTsOm4U92+tz6i4AvaV044OlM1QyYjZrMY/ZWK0qOlkWSvLK+a03hiUx7Iqi/A3wKDCiquonl+KcN5r8GF8xj6RQ69Vvvdque7Jup5VV7umB0X1jUd0QtK5xs72xmud/dp5gOMFELKXH37eu9ZBIpTnc4efB77+Nw6r9qrROhFNcGXdiNmnx5PahcM71i3V2FPLDRAZ6A1pHw4yq6oaxWJFQPheGpkhmVMrtFioc1pyFyrgIaDuItK4wAbCbFWJplYw6rbRxWs1Eklp73oHsuaxmRZdbqkCp3UQqpSVvE2mVvrEoCrC83I5/Ms5ELEVvYGpGsZRY7JaVl+jtAYRnL65hbBsg3v8b54f1XEY8nW1ck31tMp1h36FOXcY4mNXPn7oc4rVzQzmhNrNJ0Rfv3kBY77H/6fXV2byAwoPrvbxzUTPO2hBuiCVS4LIxFpnZbmB3Sy1HOkc53OGnqbZMD1mMRRJ6H5tGrys7qEVbSMQgD+Mw9W0Nw/p5faNhXspOgCrUuz3fSAO69y8eEyowUeeRv0DM5b1LVc3SsVQe+98C/x14cYnOd8MxtgEQVaT5Jd7FeO7RFnpGNY/9V33j7L2/gbvXuPU2voPjMR7dtIKqUht/3aaFM7asrmA8muLu1W5eOtnPtoYqTmZHyU3G0nqHRdF/pds/3ZVRhBGAnL4zHqeFsUhK93Yj2crL4cm4rj2PGAp+jEbd2MwrH+Gde8tKGBgr3B0yH7EIxQqsHJFsDLq2rITq0hIq7JYZMs+p2Mx7UYG2bFKy3G6hY8QwzSn7vDDeKyodeoJVvGVh1EUjL9B2UOmMyuB4LGen4LKZcJWYGZlMMhCK4bCa8AUiuvRUIBY5UdF6T72boYn4jATvid4QCgr9oSjfff3XHO8Z48vb1vBup6aiujQa4cVjl/Xe/G9fGGZbQ5Ue9mtZXkZb1yixRBo0UQ7ferVdN+r7v9zKK6cHiSZSOAxFR8YQR+OD0/3h/+gfz9DtD/N7L37IW1/7dMH2GYc7/Gxd6+ZI5yhfe3i9vkMQC0R+nUf+AjGX3l4mTJeOJTHsqqq+qyhK/VKc62YhPy4pmM8Xr9Fbyj//+/v4g5/8irauUc70h9jW4OE/fW4DX3vpNL5AhPYr41oM9f4GrGYTTz3UxIe+IPfUe/BPxbmrrpIjnX6cNoVIQsVlM7PGY2doIj6j4deyCjsjUwlcJeYcK5N/HIDNoqX9lpWX6BOLjFS5rATCSZLzUNEIT38+pDNQVmJGMalMRLVzV7tsrK5y0j8WZmRSG/h88MzgrOcxKZqxjqdUTGgecTKj6k29zIo2XHswFCaanC6yGo8mtHbHyRSj4RS1ZSVUldpovzLJjnXV2K0mDl0YodJh0UJS45pRd5WYiCcyMypexaKn6mEnEw3VDtqHwtgtJrasruD18yMc7vAzEdOUNSMTcfpDUewWJadrpkgpGwepfO3h9VwZj+qf8fGeMbY1VOveuWj/+26nX98dilGMIh7/zMPrgdmbjIlq6rtXVzI6FScYTnLgqE9/rUC89kinn7auUaxmhRe+ci8wvUDk13kUGwZidJZma3Q2H6SXXxgZY5+DQl+2ueKO4kv2F1+6S9++Hu8JcrI3lB2yUc3XHl6P1dzJk/dq5xJbaOEpn+wd042VxaQQTqRnhFwEgWwCdramXgLhURYy6mYFXXY5S5uZoljNijYMWoVgJDEjrJPf22ZFpVaaL5o3Oi0mInkLSsuyUrr8UyTS0wNFUuLEBSpvG2tcDE/EEWIXEV4y7nAA7FYzpSXa1/8X7UO4bBYGx2N5BhfMiolUtsYgkVK5t97NhuXlvHJ6UFfUmNBCRJGkqie137moed7id+iwmukPRXOGqlTYLXxh80r23FfPK6cHOdKpGfbPtNTyoS9Itz/M1rVufXG6EoriC4QJhBM8eU+dPrxFhDo8LptubI0Ym3yJ14j+M0YvW7Q1KCRKFUZ6d8v0BKxCxzzz8PqCrTeM5yjmuS8mYSq9/MJcN8OuKMpeYC/A6tWrr9dlrxrjl63QkA2jIc/vv3HgaA91bidb13pYU+WkLbvNbqh26dvvppo+TveN0e0PY1bQe7gb28qmssqR+mpXwSTnQChGaYl5zgrPQk20YDpskVZhvMCkpPmSTKv6/NL50DWiJTKFLTeZFUhNG2MFGJqI6S2BdzZ7eaN9WPeWCyWJLw7nLn6NNS4uDodzuj2K5l2fWF6GKTuAWyQyV1TYtW6P2dCM8feQzKhsXu0mlkhjMSlYzQoVdiuj4QRup5Xn/9VG3r4wwsEzWiM3EeLZutbN1z/TjO3tTurcTnyBXtxOK2ORJG6Xlbfah4kmUpy6PM59jVV89dPrGIskONLpp2V5BQ6biX2HuvRcwAe+MRxWM5tWVdBUWwYqHDjak2NEhXGNZj1o0dfmcIefRq9L7z9j9LIfXF+D7e1OHtu8sujvrNFbWnDxMFKo9YaRpewpI/vTFOa6GXZVVfcD+0EbjXe9rruUzFbooTX4SvHlbWs40jlKYCrO/iM9+muHJ6YbVHUMT+izNl87dwWHqLLMfiqfavDQfmVS0zxnjbjmdWpGy24xUVZiwR9O6InSeCpDhd08q2G2mcBb4cBiUugxjMO7Ub8MYwtfBfSFyZmddZpRc8NJpy6Hisb9QWtTXFZipcJhYXgyzspKB5NZw2zs9iiKtY50+XMWh7ISCzuaqkFVee3cUM4OQ8TSP+wJ8Ku+cf3x0exi/682LadjeJIXj/VSX+VkPJpi9ydq6BuL6q0EhHpFaMgbvS58oxEOnhnMqmqgtd6jOwmibcHeBxp06WSFw8KT96wGVPYd6srZAbzfHeCv/k2rQVc+3Un06V3r9FYXu1tqeeX0IJFEirGINhQGFF4/dyXb02ig6CxWwWwhkNlabyz2nMWQssjCyFDMAsj3DowNvqBd/2Pt9ofpH4uw9/61eqXivfUeQpEkoWiSO1e5iSbSnB2YoG8sqpemCzNypHO0aMMr0Lb9sVSCOreDSDxFPKJNFxpPz+5txzJaTPpqq1AXwpa6Cs4PTsw6fxVyF5fJeBqLKdcjt5jgSoEKUSPxlEo8ldCNbcewpvwp1lM+npxOMgcjKSbjKV3zLrCZFVRVnW5frOSWWIlmYoc7/Pzt796rq0Tqq5ycG5zg1OUQyfR5vvmFjQyEovzTyQG2r6vSwx7+Ke09DWU9e9AM3OOtdfzi/BCnLoeIJVL8zVfu0UMgbqeNA0d72LGumrau6a6TH/jGOHC0RzfekUSaY5cCWWWMktOwToRkXj17RXcYpts1zN1+olgIRBjnPdvrC7bdmK2SW4ZVlo6lkjv+BPg0UK0oSj/wDVVV/+dSnPtaUSwOOBv53sErpwfo9oepdFr44l3a9nXPp+p5/mfn8QUiOGwWvv3FO/jWq+3YrWZC0ST1VU6evLeO84Oa11fptBCKpLBbTKz22Bkcj8+7aVZ+IdF88AUiOCzKvKWNV8uZ/vGc68w2/MOIWHtqSm2MTiWy/579dcaBH0aKLZLiWLvVwqZVLn49OK4fu7LSzkQ0OSMv0BeIUFNmY2QykXOOvrGobniT6XO0dQV0T7qta5RvHDxP/1iE/lCUl0706zr1bv+UvphMxlLsO9TJm+1DlNktejjocIcft6tE78n+43e62Xeoi6d3rePuNZUc6Rzl1OUQFQ4LY5GkbjT3bK8HVO6sqySaSPPDNztyZIj1VU66/WFdjnnnqkoe2lAzLy+7WAhkNuMsnnt6V1PBqlIZVlk6lkoV86WlOM/1ZK444PzQPJtQJMU3fnZeL9h5oKkaX+Ay0USKV04PcLjDz111FYBmWN9qH+brn2lm6B/P8KV76vjBmxeJJjPUlDu4aJDsFTNUhTocLoToYjKji8Rhy439z8eog/bJ2i0Ko1OJWatmjSx0I+KymlFMmpb/bP94znMDoRjLyktmGHZjpbDNDJVOzciX2y16wc/dazy0dQV0zTpoxv2OFWWU2c1MxtIc6/ZT7ijhydZVvNk+zFgkySW/tsMQTcZAa2PQNxZl36FOXYsuujmKWPjJ3pBunN/p8OvDXkTifse66ToKwd77GzjRG8QXiOAtK+GRO5bjsJrY3VJ7VSoTUbAXSaRn9K0ppI83IsMqS8fHNhSz2DigkT3b64km07xxXhtzJ5JSonDFYZv+eG0WrZeJaOwkdMPf/0UH8bSKq8REbyBXuZHKFC4asppNJOYIu9wszEepUwiV3AVoPsNDBPPZjZRYFEqsJoKRJFPxtK64ESwrL2HrWg8Hz1wpeo5EGt1zn4hpFakDY1FQNIXJZDzF0ERcb8L20eAkdW4Hk7EoZwcmgUlO+ILEUhksJoVYSiv6WlZeQiiawmJS+PZv3sHR7lHar0xyT72HH7/TTSSR0heRY5cCemXzqkoHvcEIoOox/Uavi4bqUr1nfDSRYf+RS+xYV6UnY09dDuELhAmGk5ztH59XpWgxz1zrKWPhO69d0BciY+xcGu7rw8fWsAtpViHmm8TxuGz88W98gq9mE6m7W2r5xkFtG751rYdoIgWKwtO71vHY5pW81T7MPfUefu/FDwmGk7oyAkDNzAytVDjMjEdzDaM5K33Mp67STl9o9hj0jWCp9gbzH7I3t1G3KiIeb+iwmUyztd7NB74xVLSpVa+evaL3cC8rMeO0aUlZUWxlRPRk9wV69cfELi2eyujee99YVPfaYboNsuiDoyhwcWRa2aO1DaikrWuUZDrD8Z4gW1ZXsmNdFc21Zbx9YUT31nesq6Y/FOVkb4hvfmGjHu+vLi3Rk6wOm5lnH9lAYCpBW1eAFRV2wokUwXCSRq+L5x5tyalILcZ8PXPZVuDGILs7FmC+faVFBzzfaFjv5333Gi0BZjEp7D/Sw/53L3G2f1zvxf3d1y8QDCexWxQeNgxGsFtn/iryjTpovcMLcTMa9ZuVpDqzP308rXI8a9QFaVWrzDUpWkJXNO8SxVZGxqOpnL7xJRZTzgI8GUvqg7CrXCU56UlxL2aTossuxY5B04trd9UX1HZ0py6HaOsK8PzPznO8J8hqj5NnH9nAN7+wUU+ovnJ6kB88sZmdzV6O9wT1+ok92+v5/QcbefLeOhq9LgbHY4xHU3q1aqO3VO/YCDN7t4v/F565sWe8IL/rY37fGdlr/drzsfXYZ2O+SRzRRW9acqYlz872j/PUQ020XhzhZG8oRzPcG9C8sVhK5dzAuB42cNgskJX2ldlNTBYooZdcPSbAbjPp81rnQ/5aavS4jaRVLQxkUjQv/WJWlQPa+ECnVbtmXzCCinasq8TCqkoH7UOTpDOq3kRtaCLOV5dHmGoAACAASURBVO5bi9tpYyycpNJhndE33mkzU1/l5N/e38DRbi1BKyZBnfAFeWzzCppqyugamaJvLMrdayp1g/1W+zDd/jA71lXTsrxMDxvmD2E3KliAefVPMlIori7VL9ceadgLMP8kjvYX/0BTNWurc/XKm1ZV4rRZ+OYXNurd7w4c9eX0CxFJMrvFxI++tIV///cnGZqIS6M+B8WSyvMhQ25/nMUQMeQNjF0aQTPuhsJYVKY7XorEq1gA0qoWm28fmtTj8JlsX/6W5aXcU+/JCWO4nVa8pVY9wS6+Pwfe9xmac1XrOvnf+r/fI5R1FnY2e3ls80p++OZFLUSIwtO7mtizvV43tMaq1E2rKth3qEsfqL27pRa3UzPMhfrOQOEQZqG/Jal+ufZIw34VGGebii+yu1X7GUmk9DJup03btmt/UDNpWVFOfbULkzK3fliyeKO+UPLbBQtEVazTZs563eacJLF4nfDK02qukslpU7CYzDnJWmNtQSqjcnZgkv/8z2e4OBzG47SQVskOCrECWrOyRz65PHsxlTq3k47hSVqWl/PkvXVcDp4wTPCqmtE+ALT5AcZJSNrM1HbdMXl6VxMne4O0dQXY1jBccFi10ZgX8sQXIyuWXD3SsF8FhbwRYxEIKJzwBfWxaGK7a2wxoChazPTAUR/Vpdp2WzTiupUpZhRvJYz3n/9+VLSB14XCxCpaDN5VYiGRyhCMJDGu2ZGECqRyzlloFyLaI4jq20aviz/c1cR/O9TJn3y+hY7hST1U8uwjG3C7rOw71MX5wXG+/9t38oM3Omj0luJ2aYvBPfUe6twO3E4r2xqqC3reYgEQLTHaugLsWFdV1LvOb6Nh/JmfOBWyYmPFttDmS5YWadiXgGIqmrP9Id7rDuQkjpw2sz6hRsRM67NTcDQJHKx0OwmEp3XVRj30rcKtbtTzKfR+LCatKrWQCmcynkYxMd3TPU+/bzEppDKq3uNntl2I06pQVWqn2x/mu6930B+K8tW/P0ksmaG+ysmXt60mkkjr7Rbe6w6w8fwQrfUezeM+FmD/u5dYW+2ibyxK31gUi9nEgaPmbBHTdJ/3V04PAApjkQQne0Wfem1VKvQ9z4+h51eSCh393WvcOccKxc7LJ/pknP0aIA37ElBoC2pUAxi9knvqPXzxL9/jzlUVbF073VrAF4joVaiWPIGMsZd4PreDZ3yrIUb6La+w6xJVrSGYmdHwdHhlooCqCbTfmRiD6C0ryRn0ISZhldsVJmIqZXYzdZWO7IAV6A9p14slM5gVreDNbArQ7Q/zROsqvTvo+YFxfacomstdHJoufDp1OcSpyyGcNrPu9b99YUQfzHG2P0Rb1yiNXhdtXaO68iX/ez5bPqpYQZLHZcvZGUiWHil3XCRGyVahwbuPt9bx5W1r6BkN4xsN68c/81OtH/vBM1ewmEy6jt3ttBKKpPC4rKyrKdPPY7coVDoKr7/SqN8YkhmtF3zfWFQf5m1WIKMqmBRt2lMhasps2fh69jzpjN42ADTZYyTrdU/EtN9sJqPqRj0fq9lETZmNEnO2//u5Ib076Nc/08yOddUAelzemr1waYmZapeVFRV27qn36J5+MivO37rWQ1NNKU/vamL/l1vZe/9ajnSOck+9Rx+u8cM3L/LDNzuKDr+GXNljPsWek1LIpUF67Isk30svFGt/r3sUXyDCH/3jGR7dtIJ9hzp54u5VKIrWW1x4VI1eF7+3Yy1/clBrS/DK6UGeuHsVv2gfYjya4u2O0RnXt5kUEqKoBWngrzciciL6wcdSKrFswVOhaU8wXaUqELswM1oDuHhaxWGBqOHl+QM+jMRSGWKTiRnnjSYz/PmbF2lZXkaD18U/n+rXH19ZaWcgFMu2eUjyrZ+30zmiefJ1bgcVDitNNaXsP9LDs49soNFbSufIlD5c4wdPbJ41bg4zJYz5IZzZCgDzB3FLFoc07IukUKIo/8v6/d++k6+9dJq7V1fqBUzLK+388o928sM3L3J2YEIfuvG///Uxvfowlsrw/qUAa6pcM3qYCHVFqd1CUFStXpd3fO25FRaoa3GPadBj7dHCwqkcjKP8CmExKbR1jdLWNUq53ZLTq8c4GavCYcE/Gdc1+Wf6x/EFIjTVlOkSx27/FOG4NgHKW1rCb/6P9+gNakPaP9NSm6OoOXYpkFXWaOR3czQO9zAqxnINvJr3U7IYpGFfJIUSRfkeS321i7XVLl46OQBMa4l//E43j21egdNm1lsMRJMZ7BYTyyrs+AIRguFEwe6ND22o4fXzw0zEbm3VTCFupj9lq6JVqOYzn3s0Gv/8HjT5x4lzzrejp8tm4qmH1vGTDy7TPjhRcNJVKqPqbQ8mYqmc1hX+qQQPNXvp9of55mMb+Zdf9TMyGaex2sm3fnMT72SL6tq6RrkcPEF1qY0PfGM0el28dFLz/D0uK75AhKrSkpyCJ9G/RozKM3ZzFNp6Y1xdSIIBXS752OaVOfNSZ6OQM7WQ3cHtjDTsS0S+B9/tn9LH3WmqAA8PrvfyO3/zAX1jUQJTCf7485/gKy98QDCcxGE18fe/t43vvn4BXyCil6OvrLQzNB7TlRenskqF69hS/WNJIaOejyVbeJQh15iraAa9vsrB2upS/tdHQzNG+Ilh1wttnxxOZPju6x36WL5iiF42W1ZX8skVFZzwBWkfmkQF3r8UIJrM8P8cuaSHA2srHNRXu/jR2+O0dY1it5ro9oepcFjZ2ezli3et5Hu/6MBbZuO5z2/kQ1+w4LjI/OHvxueMBlZIgoURX0w1ajHRgvGxj2toRxr2JSLfgzdOjP+LL23B47Lxr//6uO6Fn+nXJig99VATZ/pDBMNJfvR2J821pboyAabbx4p4bDih/UFbsh7ZzeTlftwwesva4OvpQqWJWIqzA5O6hFUgFoDRqWzfGcM5mmucdIzkdvgUNFY7CUWTBMJJaspsqKg5Fa9Ws6LPRhXYTLDO6+LFY9ONyRxWE9/7rU10+ac4dkn7nrmdVvZ8ql6PnYthMQCfXFnBH+5ez+N/dZS+sSjrakrZssbNlmxPpHx++mEf+9+9RCSR1qWUMHvNByyuGnW2ecTTj308QzvSsF8jjBPjxRawZXmZPvEmmVYJhhO8fu4KwXCSMruZwx1+nmhdpReRbFhezrsX/QxNxPUCloyqKWVi17Gn+nwQEsCPM/ECXTfzEZ9QRp0Zry9m1EELoYiQzsWRMFtWV/DrwQmiKVWXOIoxiYJEBt789Yj+7wqHhU81VPFnr18gnVEZmojrfY5EW4JGr4s/+XyLPizG7bTy8ok+uv1h6qucNNWU6ooVbaZqKlt4p43qu6+xCoD3u0c52TtGW9eoPjpStNZYaC/2bv+UPsSk0Vs662vyHzNWh3+cUFT1+v8xtra2qidOnLju173RBMMJ/uAnp/ShB/VVTjwuW46O2ZgYuzfbRvZWwGWjYBWmZOkRvWcKNSOrcFgoMZsYmZqeh1tiVnC7bAVrIZaVl7Ci0sG6mlKOXwrqiVFfQPv5P3/nHkDbgTbVlrH/3Us8+8gGYFrTDvD0riacNjO7W2p59p/O6t9b4f2LGPuzj2yYV6jFGBsXO4mdzd6ig7Q/LrF0RVFOqqraOtdxSzUa73PAPjTl1l+rqvpnS3He25G713gIx1P8qm9c94iMya3qshLdsKcMHrAxmXczqkc+LkZdGNUbSUbV+s3YzCamJ+Vq34vxaIqashLMCrr3Hk+rTMVT1LkdNNWUcqJ3DJtZYTScZGgiztBEXHcuKuwWfaSfLxDhGwfP07K8jMMdfl3bHkmkeGzzSq3aNeuxG2ecirmwdW4H+7/cylvtw+xuqZ1Xn3eBMVZu3P3+/+y9eZxU93nm+z21L71UVa/0Qu80bhAghAQSQjIg2VasIMexlcQ3V9h35hIndzTE9sTzUaJEVuJrTcZLRuM7E5uZa4/wjBNJiWMRJbKRkCIEiF2AoQV0N72v1VXV1d21L2f+OPX79anqqu5GoA3x/CNRdeqcU9XnvOf9Pe/zPu9Str/ZyXodAruiKEbgvwD3A0PACUVR9qmq2nmt+/4wYqGqvDBhEo0jboeZW2pdvDUYlMF9XZ0Lu9kAKLRXFckbLpHD575X+CAEsg8SLMb3lgYrVFwNx1XCot6iaHy/2GxiZn5mPhtLMRuLsNzjYDqaxGqca6JaU1vCxIwW4IPRJBubPAz6w4wEo1nDsjtHZ7itwcXTB7pxWEwFi5Fr61wc6/XzwOplmlfNBsuSs2lxv9ze6JGSy5aKooKZusBNx8hsXI+M/Q6gW1XVKwCKovwt8BDwkQzsuZlDPpOk2xs9jAYj9HhDHOzysrHJzbHeAFvbK3A7zRzr1Zaxa+tdrF/u4sJwUGZfBljyDNDrgZtBPRtLDerXa1W1ocHF8b6pefuyGUGwMEt9zlQWWTgzqF1bMd0IKLvFRI3LwNh0jHq3nU3NZbKAf3drOf/67ibOj2gSyH5fiF1bmhbs3/jyx1soK7JkOlQvZbh2jX7M17ykcfUp7BaDbnSfNjBEL59cCMKl8qNAxywF1yOw1wL6ESpDwMbrsN8PJXIzh3wmST98vYceb0jqgatKbGxtr+DxBzsIhhO8cGaEtXWlcpaqHjdVjh881LtsBKPJLL369Xoenh0KojL/QRFLQbnTzHQ0STylaoO3o8msqU1Gg5I1cSucSGV1soqi67FePxub3GxuKeP/3tLMX7/ew5raEkxGA83lTp7Yd0H6ug8GInRNzMrVaL6xd4FwnKNXfPhm4+x54wqgce365iWBXCvhu1u14mvHsmK2tJVfVQZ+k46Zw3umilEUZRewC2D58uXv1WHfc+RW5fNV7u/rqOLVi+NEEmnaKg20VxWx9+gAodg5hgIRRoJRGdD1Pt438cHEbDyVoTeyVSlw7Zl7NKnmpWNUYDJj7VxiM1HjsnN6YEoO7DAosHtbCz863E9lsYXLEyG2tJbz6sVxRC9UJJFmY5Ob8ekYx3oDbGzy8JXnzsh6DyCpQGFQV1NqIxRL0uOdlU1JevdSgD/+2a841uvHNxtjc0sZybTKsV4/+84Mz5tfIIbKi4xdzAYulHUv1JR0X0cV4XiKcDw5bw7rUqHf10Ln8UHH9Qjsw4D+sVqXeS0LqqruAfaApoq5Dsf90GLfmRFJt2xuKeNSZoRaPgXMQkFdeIzcxPuLQDhBvdtONJ6SU5IECv31iqxGyousWSsyh1lhmcvOgD8iNemGJTQw2c1GGYBtJoVYUqPQ/v/DfQQjSUIxLVD7QnFiKY1T7/eH+eSqalx2M3ve6MXlMEn6xWhQaK90SvOxu1vLePKh1bzSOc7By14O9/j45oudfPfhdYAWnANhLXvXz2gNhBOcG55m9/ZWtq2sxDcb5+kDF/HNxigrssqgKaY4iX8vRL3kUpu54/scFiNPvXRRethcLfRe8fqVyIdNdXM9AvsJoE1RlCa0gP7bwBeuw35vYGgXfoPHQUtFUVYDSVWxlbSaZiqUIKHCmtpiLo+H5DR7mLN29RRZ8M5+ROQo7wGupVCcL6jDnO96LprLi7BbDFmB3Wo20ePNod6WcD5lTosctB3MEO9Wk4HyIivBSJKMeSMrl5VwZ0s5p/r9mQHWRfgy5zwVTkr7g1RaJZxIs2tLs8yinz0+yNmhAA1lTja3lPHotrasQDdHyXTyrc+u4ZsvdvLotjbZoepxWvirly8DWhH2UHcvkF2HWoreXcvwk4TjKZ450svTB7rZvb0ty11VvL9Y1r6Qv3yuiufDRvNcc2BXVTWpKMq/AX6JlkT+SFXVC9d8Zjcw9E0TzxzRLvA7Gt1YTAZZZAJN5263mIgm01kTdqwmAzOxFA7zfHvY97q4eiPhWgrF+YI6kDeoA5wbDrLrnmZAIRCK0TsZIhBOaO6OixiBiYeFzWwgmkgTjCZYv9wFwIAvxGQoQSyZJpLh2wWdd2lsGrPRyKHuueEv4vrb2OQhkUpxeiBISUby2Dka5D//znqeOdInufJjvQEee2AlJ/r8WZlzW2UxiVRaNhEJFYu+Q3XHuhrODU3x6La2LP5cP3hDjOaD/AHU47TgsJikB40I6HoFGig8faALh8W4YBDON8lJT53qVw4fNtXNdeHYVVX9Z+Cfr8e+PgrQXzy5nXGim+/sUJBjvX76fGHZ5CH4U8GB9gfmO/yJoK4o8E57z6qKLYzPfHRXAoUkhovx5cKhUQ+byZC12hLY2OThyzmqKcgO6uI8nFYDoVgap8XAb66vJ5pIcrwvwO/d08y3/vlthqeiDE9FM4VHTUNuUOacHOMpFbfDnEX/tVUV88yRXnasqwXgVH+AY71BtrZXUFFk5blTQxzq9mUCpZr5Lgo71tVmZca+2bmmu63tFXLgdT48e3wwo4cv5ssfb8nKloXro8iUhedMPq670ACPOdOx1nnzEQT0WfrVTHJa+oD7DwZuWgq8y1iMm8u9YL5y/wrZoQqwsclNe1UJk7MxgpFkwaW9HsU2I2aDImdlwtVl8h/loO60GKgutUuvFD1UClMrJoPC9pWVvHB2VL4mehP0FhB6TxcRWDtHpnjp/DhpVc0yd0up2kquzxcmFIvx6TU11Lrt8kHww4NXmMk8SEwGslZ7aVVbRdS77TSUOWiuKGLvm/3c3VpOR00Jew5qGfi5oSBr6lwc6vbRUuFk552N/D9/cwqAqiIrtzd6+N7Ll6l32xkMRPBmKJ/nTw5KaSJoqpfcAKlJGXsBhZ13NdI5qllQnx2a4ss/OcnxvgC+2Rh//OmOeZnyD1/vyct1L4RCAV+cSy4f/3v3thSc5LRUTr3Qdu83J38zsL9LmLuQUlLOtdCFmdvIJIYIg5LFwS8U1EtsJupcNi6Nz8qMUyzDb9IzS0Mons4b1AWSaZVlJTZGp6N4nCb8mVF4ybTK0St+Su0mgpGktIYQAdFi0LxbEikVp9XAsV4/x3r9nOwLcGFkmnhKpdZlIxxPEQgnqCm1UeY0c2l8Rpp9He/182url1HnshNPpiQ/bzMpfHJVNaV2C7+4MCYblJwWIw/csozfur2efWdG2L29lZ13NUn6pabUxmuXvAQjCTa3lHG4x8dXnz9DKKZdLRazge/uv8ThHh9rakswGhQqiq08+tPTHO7xSWliY5mDb39ureTTs699LYieG5riq/e3YzZ2yUEeoPHt+VCI64bCfLfeNVI4TIqgqrcQ1mfzhTLxpXLqhbbLff29DvTGb3zjG+/6QXKxZ8+eb+zates9P+57ib1v9vHUSxfZ1Oxh28pK7uuo4vmTgzRXFGG3GAtu73FqjR2DGc+Ofzw3SqndRCyTyq1f7mJiOoqKpkM2GxXW1ZUyEozSWObg4vispAvsZgOJpIqKlinebDZaOhxmRRYdBcqdZipLbNzVWsaFkWk5Uk4gFE8RS6apKrYSSWj//7FlxayoKqZncq4oalA0fbnLbqZrYpZoMk2p3cQDq6s51hvAalSYiiSZmIkTS6YpshqxWQyMT8c52OVlfCYm9eqldhOrakp59ZIXj9PChZHpue9gMXKkx8fh7kleOj/GtpWVbGmroL26RHLSw1MRRoNRPru+DofFyNujMywrseF2mPmLh1ZzvM/P8FSExnInF0amuTAyzWAgwtb2Cp7YsYpBf5gzg0GaK5z83r0t2C1GeS2vrSvFbjGyrNTGoW4f1aVWmsqL2LGuFpvJgN1i4smHVuUNdHaLkQ2NHjxOCxsaPVn3jNtpYdAf5oubm/A4LfR4Z/nac2e4pa4UgK89d4afHB2QnwVorijC47TwhY0NbGmryHsP6iG2//yG+nnb+kNx9r7ZR3NFEatqSvNul/t5/f0tzumd4Mknnxz9xje+sWex7W5m7O8ScpeFYmkJ+TMA/fZiEHZjmQPQ/D82NnnY1KxdEELaVu+xU1Fkwzujce1CNimgDzy5lq43kY350tH5jLqqav4pY8FoXmpLvDYZipNKa7z279/byl+/3oPDrBBOaLNSY8k0LRVOOWGrzxdmdU0pf3h/O69d8kprZ8Gxr6gq5vTAlDTnEoV0m8lAMJKUgzAe3dbGmjoXkXiS/Z3j9PnCeJxmacKVm6Xe3ujhq8+d4Z62Cnbe1UggHEd4srRUaHTIsV6/bJ77s5+f53CPj80tZbLYmI/KuK+jioOXvbJOtHt7G9tWahrz3GKlPrsGlpTVCv08aJLLb76oFVwTqQuYjUpebb0+M19K9pwvky+0Ci9U5NW//l4XX28G9ncJC/1h811Yud7Ub3Rpo83E0n4sGOXeFZXsOdiDyaDQUGbn8niIy+OFaYObWDpy+wHCuek6MB3TKJFozng5QZWkyS6WtlUW8deZ4AhgNSnEkipVRVbKi6yUOsx87+F1/NHfneW3b6/n9//nSenTDlpQ1x7u2gPmjiYPqgr9/jD1bjtb2yuxWYx0jgQ51O3jXz1zgvs/VoXLYeGetnKqSmZpry7G7bBIky69Be6JPq04/zt32PE4LTKhEAFTT4fsOzPCqpoSNjR62LGuJquJR6xGxfX8Sue4HOCxtb1CHtsfinNuaCprkpK+cxVYEv2RW/QUJmGC4tnaXiE19rmUDOSnT5YS7JdSnC2E97r4epOKeY8glpZLWZbZLUb6fSGO9fqJJdO4HWbGpmO8/PYYvxqeJq3CdCSxoEJDWeC9m3hnEFSW+G2NQFO5k2WlNkxGhZloEqtJK45WFVu5PDFLVYmV0WCUIqtRrqBC8RTDUxEG/WEMisK+s6Mc6/XRPRGSNRSLATY0etjcUsaLvxoDoMhq4sKoRrW0Vhbxiwvj3LbczZ/++iqePzVIIJzgwug0pwYCnB0KMhtLcLw3wNp6F72TIZorinj8H36lrQr8Yb5yf3sWXeB2Wjh42cuZwSA2s4FtK6vY0Ojh+ZODfGf/ZU4NTLFtZSVXvCGeeukiV7whfnp8gEtjM/ztiUF+eWGMLSsquK3Bg81sYFNzGV//1EoZKO0WI/esqMjydfnJ0QG2tlfwlfvb59EaespDT3Pk7qfWZeczt9ayqlb7vPhe4j67PD7DPSvm6Bc9TRJJpNj7Zh8n+/x8Z/9leU/mO/ZidE6h872euEnFfICRb4xYbpaw864mjl7RCmz3f6yK431z0sc+X4h1taW8NRTMy5vbzQb+7MEOfvJmn+wevIl3DkNGOpo7iycFdI7NFf+sJkV6sVhMBnZvbyUST3N6YErKIKtLrGxs8nB2KMij29poLHfK7LPWZSORTBNNppmOJmVt5sLINKtqS0HVWvNdDhPJjInX2aEAz58c5HufX8cT+y6wrr6U0wNTDAYiciVxYTgoM+hHt7Ux4A/z6La2eVnkKxn6BrSuUf2Iu3A8BahZWapvNsah7klGpjTqqM8X5psvdvLjL93BV+5vz/tb9k2GeC7j3phPxZKvAKmnbhZCvlVyPjmjCOrPHOnjVL+fQ92+eUVV0fyU2yWbL+supLh5PzG/w+Um3nWIC+SVznGeeuliRis8HyaDlhvazAapSa8usZFKw6nBuaBuyvwVDWhF0kgizX/85SXubqvM2t/NLP6dIa1ms+3VJTZqXTZA+72BTI/B3FaDgQjPnhjk528NUV1ixeMwy/cay530+cKc6PPjcVp4/MEOtrZX8OlbljExG+dLm5tkkBG0RpnTwpc/3kpLhZOpcJLJ2TgNHgcNHidPvXSR/37oCj/60u1MR5MMBiKsX+6i1mVj/XIXX/tEO489sJL7Oqr4/qtd9HhDnOjz4w/F+dY/v81v/fAIf/bz8/hCcTY2aQ1Fl8ameeqlizxzpFe2/TssJgJhzY3RNxsDRWFzSxmDgQgbmzzc0eimrapYTljyh+L81cuX+auXL8nX/ujvztLjDfFHf3dW3geFAvbnN9SzscnDa5e8/OD1nqz3njnSK8+vEEQNQB+wBacvZqFq6rNydt7VmHMu2t+1c3RG3qPis+K7CIgHUCSRllbD7zduZuzvIxYqqDx/cpDDPZq2+PzItJxs8+efWc2zxwc41D3JxbEZ0upcR2oaSKfmfDoOdXuzdNc3y6fvDLll1HA8yWfW1bL3aD8VRdpglFgyjdtuYiqSlNvqJxZl4j9j0zEiibQMtN/6p05Z6Oyd1CxxxazQXF9yj9PCnkc2yCHpAFMRLcgc6vbJ4mZLhZMNDR72vHGF4akoJ/r80lVUX1h85kif1LOL5iXN16UK32ycY70BTvUHZEaaqysH2HVPM/es0M7vmy92sufgFbrGZ2RRVRQZhXfLtz+3lj/6u7N8+3Nrs37jQnUnkdzsvzDGl3WBN5JZGQVCiYKrXrGPfKuA3dtbubu1jEPdPm5rcOVZMTcCKpF4mo5lJVkWBkDe+lk4nsyqUbyfnjI3A/v7iIUKKp/fUC8Nl26t12Rcn+iowu2w0DUxm6X/zdcpWV1q4+3RmZvBvACupmEr9zecjibZe7SflnIHtzV6ePHsCOFEmkCG+rCbDRRbTUzMxuXfJqUy5/6oqgwHInz2vx6WdIndrPnGCEvcv3r5Mk8f6JI6+DV1I+y8q5F9Z0bY3FJGNJFieCpKMJKURdlVtdp1crjHx/aVKru3txEIxXmjy8t9HVXzqI9IXDt2TamN+z5WhTuTmYPWAb25pUx2n+rpwzV1Ixy9Msmx3gB2syHroaFvVMpH4axvcHPgax+fpzUvVNBcVVvK8FSEPl84q89D4MpkiL1H+wnHk/OcI/XQuzaK32DnXU15m5OAzD6ULG/4XLpGv63Qqp8bCi6pk/Xdxs3A/j5joUG9q2pKOdzj45Y6F/esqAAUfpC5gUpsJswGBV84oRXs0ioJnbRDTas3g/oCuB4NWz2TYXomw5hyOK5PdFTxG7fW8Rf/1MmffrqD/36ol0Pdk1SW2HjglmUAWU1njWUOvnb/Cv7TgS4+e2stX/rxcerddgApfQR1nne5QCypUu+2a41IZiOHe3xEk2m6JqYIx5Mc6w1kuTEK9Vq45wAAIABJREFUaEOood7jkEFdSHOfPtDF7u1t3LOiQgZLEVR33tWY5cgIWsA/esU3z/ir0JQlEcjD8ZSclSr2IwL+8ycH2XPwStY8VaGiEUFWKHOElBLy89uFGokW4szFg69jWTEdy0o41e/nyYdWLyiRLNTJ+l7jZmB/nyE0uNA5b/xXNKkX4WnGRhubNBWNfqhDODE/hKffhyHlNxosRojn6iDzIHe19MLZUUaDUXq8Ib67/yJmk5Fim5HBQIQXz45gNMw9CVx2TT1xos9PjzfE1//+HJFEmvXLXWxuKaOloghbZiBGJB5jY5OHY71+6cQoMBiI8MQL53nyodWAygtnRujzhVm/3EVjmYN6t4P/9PJl9h7txzcb548//TF23tUo5YdCkqkPsovJBHMLr69d8rKpuWzBYKl/SIBGX+j3qe/30D80XukcZ9+ZEUkl6WesttxbhD8Ux2ExFgyoV6MjF/z7rnuaZYb+tefOcKjbJ4vDhbCQXv697D69GdjfZyw0qPeKV1O0vH7Jy70rtDmp7VVFtFcV88LZYYKRJE6rkVBsfvQJ53ntJq4OesVRrqVvic1EOJbMmjVqM4LLaeOetjLevKIFyl+NZLfMi0HlwtAtklCZ8oUZCw5mBWtVVaWSZUOjR2bqj2xqYNvKSoYDkaysHzSefd+ZYc4NBWVzUmtFEc8NDNHn65cNb52jQRlkHn+wgzV1wwRCCV44MyxVMfla83PVXHqDrsWUXnMZepJIPE3naJAnH1qN22GRFIo/FCccT7J7e1uWCkUE+11bmmWzFGRr1BfTiS/2vp6qOdmn/e0EzQRLG6idi4XGZL7bNM1NHfv7DI/Twmdu1Rz2cjWwa+tdvH7JS78/jKqqjM/EMBoUlnucHOnxsbHJQ2WxleEprRNSnzgmlugfYFBuFlUFxFBnAfETOiwGWisceGc1V0272cB/+cJ6imxmzg4F5fZJFdbVl7Kiupj9nROU2OasIIptRuIZ1Uyp3USDx4Z3NkGZ00I8mSKeQm5b77azsrqES+MzDAYibGr2MDIVYTqaxGY28B9+cy3LyxycHw6SSqUptpn4tdXL2NxaxrmhaQ52TUoDsulogulokrtby/nGjlVMzER5YscqXjw7wlMvXaTWZecLGxv47suX6J3U5LTf2LE6b7+F6MUQAWrQH5at+1vaKtjQ6OGZI718Z/9lVBVO9gc4emWS9uoSqVFPpFT+67/0MOCPcGlsmkg8JYPz3jf7+M7+y9L6QKC5ogib2cjZwSkOdk1S67LTOTKddW7XqiEX33XQH+Zg1yRb2yv4+qc+Jvcl7tPFMu2F7AYWsilYKm7q2D9k0Gc0GhR2rKuhutRKvz8sByKcHpjCkbkoxoJR+v1heRODxgcOBSIy83NaDFlzLnPxUfOPEUNKclFdYsVkNOR9yIXjaTrHNBWKzaTRIv/90BVuy3iNVxVbCSdSzESTHOr20VxexOaWMromZrWReSYD3/rMLTx7cpBEStOiByNJ3A4zEzMxSmwmEpntVtUUc3pg7mFRajdx74pKjl7xMxiIsLZeO+YrnePSWgLgeJ+fh9bVcKh7Uto8A9LXJdcCQE+3PH9ykB5viMYyB9s/NifVK9QtrefTNzWX5dAbQiYYlG6TQhEjVgFHr/g41usnkVJ56qWL+Gbj2iDrRJrd21vzFicdFq12kGsVIM4t3+zVq0F2cXiYdyoOXoiuei+7T28G9g8INAVBklP92jR4gBfPjcgbtKpEc/sLhJP867ubMRsNUoUgtimxmbCZjTKoVzgteEPxLB+U9qqieZ4y7ycKeZ+/WwgVIM3HpmNZ8sR8qHXZGJ7SqJTRqQhvxFNStVLvtjOT+d1fuzShK3pqmfh3X75Mny/M7u1trK1z0TkapKbUznOnhtjaXsH+Tm0GrtlozHiiWxg8pdFtQvu9tb2C37q9nh++3kN7VXHWA73PF5Y66ke3tfH6Za+cI7rzrqZ5LocwFwDn+G7NA8VuNuCwmLL02Lm+8YX4dE3vrvH0z54Y5MJwMGs/HqeFv/7d23j+5CC+UJzTA1OcHZqSHP9jD6zMmxXrA694wIhjC0XO5pYyfLOadl7PwedDLt+dG3Q16kvlK/e3X5U1by6X/37Z915TYFcU5fPAN4CPAXeoqnryepzURxFaVmLiUPckm1vKUBSNM20sc1BVYuNYr5+WCieDgQj/7Y0rbGj0sKaulB3rannihfMc6vYxHdU8ZUSwmcl4mwiCuLrEypRuUPEHAWajQir53kX2QisUqxEWK0skdU8gza1R46PF7w2adFD8v54z7/NpfQj3rqjgP7z0Nsf7AqxfXsquLU2c7A8QSWgOj+1Vxew92s/u7W3s2tLE/s5xerwh6ZX+r/7HCbmvQDhBY5mDT3RUZRQuqgy4hdQoItvODbYim3ZYjFlmXSILzg1YhYZG6wNkmdPC4R4f+86MyGAvvGUAfuv2euxmI2/2aInM+uWlvNE1yX0ZWW++wCv4dr2aJhxPsXt7K0JgAMjpSYUC68J8t5L136Va8+Z+/8WP8+7hWjP288BngR9eh3O54bHY0zv35hG+15/oqGLbykpub/Tw/Ve7aKsq5ukDXTz2wErcDgsdy0q54g0xEowyEoyye3srb3RNcnpgCgOQSqtYjQrptMrEB2xGavQdBPViq4GZ2NUJFkvtRoKRVNaIQT3yBXVR4AQoc5jlXNGFIJrBqkusjE3HKLVrstTJUII+X1i6OQKcHghiN5skpRKMJLGZtYz93hUVfC+T5Td4HPR4Q3zjHy/Iz66t0/zRv/25tTSWOzOTt1Ky8FgIc+qV8azRb/prUyAST7KmzjWvnV5v5pU7NDp3QhHMKV/Eg0L/wHBYjBzvC7C1vYJESuVQ9yTffLGTTc1l84ZWL7TPuaKqCijzrAGGAxEGA2EpK15IJSNWHbnb5G67FKXNe+3qKHBNgV1V1bcBFOVms/pSsJD3Rb6gv6HRoykjMr9vY7mT7z68jmeO9Eku8vmTg3KKjZDHneqfYiyjvhAxLJaaH9TNRoXlHjtToQQz0QQLUPHvKq6WjrmaoC7ULKJTMV9QF7CZQKcgJJZMy+BuMOS/xi1GhcFABJfDRFWxTdJc4XhK2uzqkfvv8iKr5P0/VuXkpfOjDAYivDUwxVREW119clU1ZUUWhgNh+nwDAJwdmqbPF+b7r3axpq5UdkTu2tKU5byYm0QUogoEDSMafQD2vNGblxoRLpC5fLd4L5djFi34kUSatsoiUBTaKosIx1PsWFcjzycQjsueDrfDohta3Zc5N63ZCRTuXVHJuYzfTiKV5rVLXtbUjczzqBHGa3P0mCZXXEiWmJt1F+LGl8KZv9eujgI3OfZ3CYX4t0IzFvMt2UTmoM9O2iqL2fPGFR7Z1MDXnjvDo9va2L29DVDZeVdTRm87Sa3LRnWJlZloomDxNJFS8c7GmI7MpatGA6SuIsDnygDfCSzGxQc4L4RCWTjMnVs8pTXx+GZjeS15AVLqfA92kbH7C6x04ikVBZgKJwlG5moX01HNdiCVnsBuVpiOpqgosjAV0bxcxMPs9a4JWcwdmY7JTtSpSCKjnnFwst/PhgYPOzc34XZaONUfkKPstIDmkt2RnaMzHOruLThSbqEW+8ceWClpmIWsafOZd+Xr7NQf02Ex8fSBi2xtr5APBS3jN2Zl5Lka8acPdLFrSxO7t7dxss8vJaBixbCpuYzbGtyZQu38C9GeGfh+Z3MZloEAj25rm7fN+0WXvJtYNLArivIKUJ3nrT9RVfWFpR5IUZRdwC6A5cuXL/kEP6woxL8V6kzTc5+5N8mOdbWyVTmRiboHu7wy+/vxl+6Qn3l0WxvdE7OyoBeKa9yt1WhgYjZOZZGFapediekoY9PZQb2QYgTmCrG5uB6qmkJBXQynWAwLZeEiVFsM2s393KmhrPftmeYfmPPZgfkPrHy/irAlkK6Pqmbc1uCxE0+pRBOprCLq2HSM9ctLqXHZaK8u4Yp3lkPdPunpHowkqXfbWb/cxcGuSQLhBOeGNZve0wNT2C2GrGKe8EkHlScfWsUrnePc3ujBbFQKKFayoenGU3Jknmii0dMQ+pmlubMDhMmXyKIFv60P1OIz4vreeWcjQNb56Veyjz/YIVcaclCMokhVTL3bTkWxlXq3I4t20g+E12PnXU2ANqy7xxvi+692zVstv190ybuJRQO7qqr3XY8Dqaq6B9gDsGHDhhteZFfoYim0BNx3ZjiTfQ3jsJh46qWL0ismHE9mydTEDfz9V7tkw4S4OR57YCUVxVYGAxFiiRQNHgf9/rnl/8RsXFIyd7eW86uhKYIZ/sFqMmA1GZgMzS+wGo1KlgojH6wmA8tKrfT5IgW3KUS7KECZ05x17LIiK3UW46LDREyKpiHP3Z/+pXgaXjo/htNsJKTzXhDBIzfrX+iBJQK6/nlSVWzFZFQYnorKMXgzb4/N++zpgSBb2yvY+6ZWIL2twS3rIQANZU4ay528cHZUFmXnirAaHaS3ndVnsQ6Lidcve2WmvpgRlbAo0NMt+utTsxbozuzbOC9g6y0Odm9vZff2NsLxpKRO9JTj3NSjOUWN2J8I+qIDW2wnsm272cB9HVU8l5FlDgYinB6Y4rEHVgJap2i+bF3cX6BkrXByV8vvF13ybuKmbW8OCllzXi0WsySFuWAsLj4NCvd1VGWm02sB7VS/dtN/fkM9z54Y5OBl7cJvqyziiRcucLpfm/Z+d2t5ltphYjbOvSvK2djkYU1tCTWlNvmey2Hiq/ev4MdfugNjhsOfDCXyBnXQBiMHwgmsGZvCjupiaVkLGVVJMk2fL4JtgXQhpWrZcC6sRu34Ft2bY9MxxheRIALYrfMv41zvdICZWDIrqOuhD+rlRXMWu/nONY2meBFYv7yUv/zNNcxmVEiVRRZK7Samwkk2t5SxJjOLs2NZMRubPNS77eza0pz5tCKDeq3LxqHuSen++MBqzVfmU6uqafA4CITj8roUQVVouyPxtGYdG09KmuNrz51Z8Dr+/IZ6dm9vJRxP4Q/Fs659fyiOb1azMNi1pTnzIMm2yr2vo4q7W8vYtaWZnXc14bAYefpAN5F4MiuIimM99sBKHn+wQ1I84vp/pXNc2us+/mCHPKd7V1Ryd2s5kXiKfWc06a+4htcvL5X7ePpAF08f6J5nfz23alZ57IGV7Hlkw1VPPvqw4lrljr8BfB+oAP5JUZQzqqp+8rqc2fuEa+Xbrka3mpvV67Oi432ajarHaeZQ9yTPHOmVdAzAWEbbDDAajMj/33dmhA0NbhksDlyckNrrWpeNRzY18PplrZv1L39xEVVVsZkVQvHsjCeXihid1vYRy6Tbk7OxrDmqenl4dBG+XL9fkVlHM5+P6940KUjOeSHMRudzMQ6LgfAC1eDcjF6sJBQgmsnibSaFaFJl/XIXfb4Qft1DbzqalKuh1TUufv9/nZLZv1gRbWzysKqmRHanDgbCzERTHOv1y2x815ZmaR9b67Jrf6uMz8+nVlfTNTFDt3eGfn+YvW/2YzMZ+ONPd3BfRxVvdHnpWFbKb91RzxMvXAA0Y6/vPrxONuzkZqe516dYHYqmN3Hth+NJ9ryhBfBtKyul2+Hcr6cpbA51+9jSNjfNSPtsKu+c1dyMP5erF+cpzunckNbToTkrapz/qxcnGAlGMRuNMtvPNwRE7Fe/f6CgEuj9tNh9N3Ctqph/AP7hOp3LBwLXyrct9cGQ76IS29/e6JFc4uOf1mZThuMpXrvkpd5tp8Zl499/6mP8/K1hDnZ5+cPtbbIB5menh7izpUzK7URQBxieinJlMsTGJjdTkTiXx6al1aw+0BkVsFmyPWjUHG4iV2GzGLdmMWiZbi4fvtDnIkuUQuZuZTMvHNQXOq4KzMZSKJChtKJcGpvhvo9VMuAPE0umNe22w4zNYuLeFRUc7PISSaTnPQzjyZQMjnazgZno3O8puPeT/T42NGgFwB3ratl3Zs4SVwT86hKr/NzZoSB/9fJlScHc1uDmmy92cqhba4MX80gff7CDTc3jWddxvg7NfNe7oHlAo+vEe3oZoJ6f1wdvvR5+Me14IQpE39m6ps4FqOxYV8srneP8/r0tTM7GaChzSD270OznetssRrHciEVTgZuqmBxcK9+mdZDmb97QB/OFpI/ff7WLwUAEi8lAY7mT9Q1u/KF4Rg0xyWfX17G+wS2HET/xjxfwhxIYFS1gDJ4cyndqKMDRK5N5i436QJdSmWcsJrJzs0FBRV2wYJkPS5FSmgwaxXMuY5xlVMBs0LL5YpsxKzAuhGgB1ctCyOX9VWAwoD0UQ/EUL5wdZXNLGW8Nany26FLtnQwRCCckD17uNDEZSnJrfSkWk5YFi3OvLrFS47KjqipvDWpZ/OmBIKcHguze3sq+M8OZdntttdaxrFR2GGu/j0KDxyF57a3tmpWzXsc95xY6v4iZK1MslFwI+kZfVIV8/HvXPDmkPxSXBddcLDVp0jtFiqAtGpO2tlfQ4w2RSs8n2642UN+IRVOBm4F9ibiaZVuh5g39haeXPn7tuTPSK1soWwb8YXq8IbncfOKFCwTDMbnN6FSYi2Mz2EwG/KFElroDNE48FE/JTFxMUhIBudhmpMRqZjg4l9EvBJE8J9IqHctK6MwMVV4IVcXWRZt69MXUEpuZK/65QmlKhVQmli81qC+E3FWJ4PtzC6UVmSKueNlsVPiNdTVZhl9iRRQIJ2ipcDIbTTIdTRIIayugQDjB791Tz+XxGcwGhRlS1Ljs2M1GWiqKuL1Rm3t6rNdPncueVUAF6KguonM0yFfvbycc1+ibZFplJBjJkrdCNoUnbCZE670+0IlM+PEHO6TveqGOynxBW49CQVH7rFZwPTc0lZW0LNVhUT81Kvd42mudOvvepkXPqRBuxKKpwE13R5Y2XTzX6a7QZ/e+2Zc1eV0/bf2+jipqXXatwn9igBK7BbvZwMGuSWxmIz/JfLa6VJNz2S0mPndbHf/2b97i7FCQiRktk5qJJbkwOsP4TIxkWsVuNvAff3MN54eDcx7dqioDVqndxG3L3QzopHfxpDpnOXCVUNU04Qz1sBBZUl1qIxBOzHOezNqX7v8jiTSJ98heIF9xVTLIBoW4LoUvsprY0Ohhf+cEoA2tbqkoYjQYxWhQ8IXiuBxmZqLaWDy72cDkbJwjPZPMxFKE4ilaKpzYzAaO9wU4OxTkE6uq+fqnVnJ5fIZzw0FGMw/YUrvmCJlMq1wen2V4KswdTWW0VxVRbDPz5EOr2dRcRtf4LKtqtKJs58g0q2pKWVVTyuXxGU4PTFHrsmdx2XaLxkn/5OgAtS47Gxo9Bd0Gl+JCKNwKnz85mHXfNGf8481G7brOvV/0yHfvPPXSRSZmopnh3nb5WeEs6XFauGdFRWaIR3vWg0ds806dEz8MWKq7483ATv6gnXvRFbrYcz8rttNfdGKbWped37u3hR/8Szf/9V+ucKo/wG/cWsu2lZUkUmn+9sRQRuGQ4qfHBxnwhznSM0mfL0xNqY16txWjwUCR1SSn3hsVrUmmc2SaW5e7ZOdjWtVojLSK5IXj18ltK5FKzxvwnA/Cl0ZTOb+7MCjgdpiyVi3693LP1WpSKLGaSKXTtFY6iSXT8vcxKdrqxpg591gyzcRMjIoii+bP4nHI0YRCux6MJOlYVsJMNM6/+0Q7A/4wk7NxrEaF1krtmmiuKOLCyDQbmzx8/VMrZZCymQ2srXNxd1s5u7evYGImyh98vIXL4zOsrXOx540r/Noty/h3n2znuROD/OjQFX56fBCP08LJvgDf2X+ZCyPTPHDLMj65qlpep3q7XZgfsAsFwnyv50t+8t03douR9uoS+n0hmZjsOzuCO0MF6T//g9e7+c7+y9jMBu5sKZfn98XNTfLBlC9I555focTsWq18P4i4adubwVIolHxLuKUWenI/m287TcEwiW82hj8Ul0Gh1K4Foh3rqnj2+CAbm7Qp78+eGJCfFUW28iIr54Y1KkDMQB2bjlHmtDAxG6ffH2Y6mi1VFHHcaTXIB8FSsNg80KVS2GqB/78WOM0KoZymJQXtAeYP51+BfO62OvadGSGqKwzEkiqxpLb96FSUdGZ54zQbcVpNRGZjWdzNYCAii5j6/RgUzR/m7tZyzo9MEU2qfPfly/z6mhr6fGFiKVU+bMenYzxyZwNXvLMEwnFZ4NO3wftDcTY1l9HtDdHjDfHgmhop0dMPU54bSK0VZ4Vy6iv3txekF66WetA3Qum5+1xXyNzhGprNhXZeYmDI3xwfyBrioSFbZaM/P716RX8u+e7jQty6+L3C8eQ8q4EbHTd8YF9KQSXfBb8YX6e/6MPxFD/4l27sFlNeu1BNFqbJtromZvnq/SukRHHPwSt0jsx5Vx/rDfDQ2mX88sIY0aSKzWQgmkzT451rVx8NRmXxbmI2nrEOSOJxWgjHklKSKKiYUMZbZameLO+TZcySkBvUIbuGIKDnzm0mI83lDjrH5n5DOVgasrptQ4kUn15TzSsXJ/CHErgdZowGhcnZuKSutq+sBOCFsyMEI9oQi9saXBzqnsRkUIgk0vyyc645aU1dKdMRzQTM2D1JjzfErr0nef7Ld8luTxG0fvAv3ex5o5eHb6uVZmAnMhN9RADc2OTOqEW0zkphMbDUdZH+2tX7yeQGT32BX3DauUFc77gohAD3dVTx6sVxQKOsDvf46POF53nL5JptLQT9vAJhKZw7vWn+fpSc/97YEkc9bvjAXsj0KJ9Jkr6iv2NdjeyiE5Pb9VYAQjam9+QQ0A/6FUvfcDzFyT6/3HbPIxv4s5+f53CPj5pSO/VuO4lUWvqC71hby76zWpbpcZqzNNQiqFuNCkbj3L+Fll20qAuYjQqJlHpdfM/nu6lcXyzFPjcfkmkVswIi7psUENL8feeGmcrJ5h+6tZaXzo/mLcouczl4/st3SYtcsYoPxTRjr52bm9h3ZkT+xh3Liokk0tzR6CaaSHFueJpgJEllsYXGMidP/eYaaUN7e6NH+qsLjbk++RCrueN9AZnhimtmzjtIM+wS1rT/+XfWX9UA5dyADdr9UUgKeV9HlZROFvJz13sgAVLZs6nZk1Xs1T9A9MXRXBSekZptKSzse/MF6nwPjhtZ4qjHDR/YC5keifZkkQHMdbFpS119qzbMKV0E9BKztqpBXvqV5sr3Zs+k1CEfvOzlzz+zmlc6x+Vkd3HzhOPnAIVHNi3ntUteSbl4nGaO9frl4AGXw8SDt9Rwss+XlXFCplkoTxBs8NixmU2yySmxQETPdTRcDMU2A9N5GoKuF/RB3W03UVFspdcXXvA7gLYa0SfzennlVDiJAtjMCpGEqnWNqtlKG+HiWOeyE4mneOKF8zKwxlNz5mh9vjBPvHCBjmXFgOaoabeYpARR25dCLKkyMRNnYkZzLHx0WxtvdHnxzcbZ88gGmVTA3JCVcDzFV+9fIb1eTvT5s4IqaIEtopsLCvm9W/QyRchvp5sbsHMdG/NRI4USpVzdvGgayj0PyP9gyQ2yhahQoZEX5547DFuPd7ISv1Fwwwf2XOg9J4QOWC9BfKPLy6FuH6tqS9nQ6AYUIvGknNCS28jhcVooc1oYDERoqXDKYApwuMfHH//sHMd6tZb/L3+8lbaqYronZmVGMz4dlUFdSOjubi2nptTG8T4/dzR52Hu0n/XLXVnfYyHDLhQDsznRuqRAQF4sqFsUSDJHa6TV618GFbSJUVFIqXPRORDRgt1iQR20usBCib4KRDKRfzqa5IWzIwDYTZoJ2e0Nbkano9zW4JY2yPoBGnrHy0Pdk3TUlMgHu9uhBa5IPIndYuK1i+OcG56musRKS0URr13ySvnqoW4fZ4cCfOuzawp2gAqHw/WZ0XvuDZYsa12A3dvb8gbMuUETC0ttAdyOucCXK4XUIzd7zrdfkTkLFMqi9ccShmD5MvdC/H3uw0YL9NkGYAvRLTeyxFGPj5wq5vmTg+w7Oypvyktj07RXF3Oyz89QIMK/2dZGrcvOjnU1XBqbARSSKZVTAwGMBoWNTWW8cGaE6UiCCyPTWE0Gnj0xyMdXlLO8TJO0bW4tx2pSWFZqZygQYTaWQgVev+zl708Pz0kSgXtXlDHgD5NMq6yqKeWROxv4V1ua+MX5Mc4MBhmeChNNpDEZlKzP6RUuejmhzaQwHU1kdZwClDmtpFV1SUFSD+GALY5T53EUNALTh3yzUVmy86OKljHnG8CdUrWu1YVO22LQsnWbyZDFszstxqzv67abZOFTNLiIOmgwmmA0GKPIapS/3WfW1TDgD8uGJzGcemOT1jAmBitvaavgzpYytqzQ/tteXcLJfj9P//atfGFjg6b0uKspUzdJMzwVzRoEvZD0UHSL/uToAGvrSpmcjROMJFhbV0rn6HQeqaGRTc0evrCxoaCEUQRjvZpFL4VsrijKK0PMJ110Oy0M+sOU2Ew8faAbj9Myb9B0LsSxgpHEPFmjQO7g7EL7yqfgWeh8xW/6YVXL3JCqmOtR+NAvxQT1IuaGHusN0DU+I50UBS2zsckjhyb8kc6jBeBnp4cYDET41fAcrz0+HZs3UGFkSnOkqyy2MjETo7LYSq3Lxsn+KSKJNEVWI72TszxzJEzPxCyvXfJiNWo0QrHNyGAgQpHVOE/dUp7jiBhNqkST2dvYzAbW1JXyiwvj8rVSuwlVJethsRjSkPXdc6GPvfkeIPqCZdbruklF+aCXtpsNyrwHgNlkpNxuZiQYlZSJ02yk2GaiyGqSTVJNFUWkvbPz/GdcdjOfWFXFcyeHWFvnZm2dm7NDAS6NzxIIJ6gptWE0KPzFQ6u5ND4jM+d8gyZAe4D3eEO8ftnL+ga3zBD//g/ukjTOb92xfF7Lfz48c6SX1y55uaPRTeeo5hmztb0CeybDh2xb6NyRePp7JlfNkrv6BC1DzuXa843TExBdomuD7w8QAAAfE0lEQVTqXPMMtgp9t3xUUL7zzfWTWSoW+8xHgWf/UAX26/EHCYTj8iIVf/jbGz18d/8lIgnNj+WZI73svKtJ2uYe6/Wz655mzg5OEU+mWL/cxemBKdwOM8UZl79gJCmDv9CdV5faqHfbePWSVxY4g2GtyWhiJsaErivTaFBkA9LLb2sBWMRw0X1pM2myRadFC1pj07F5AdFhNmQNkrCbtI7U1y9NZG23FHOtpULou5OLpOj5gjqwYFCH7M7QtsoiOsdmst4PxVOkMxROKq2tWkKJlHRyrC6xYlDmXBSLrUZiyRTxlEa3bF1Zic1kYNc9zRmrWEVSZXe3lgMqh7p9XBqfyWq5B5VAOF+yka/9CVoqivif/3rj3L91kr7C17a2DrKYjNIP5vEHO9h3Zljy7FcrBSxkHS0ULrlc+1zwzp5dmqtI0R97oftzIVnjUmXGeiw2ASkX+ppGru3HjYIPFRWzlI64xSCykUF/mN+5YzkbGj0sc9n5zdvq6PGGONUfYG29i0+sqmbrykoppasuseIPJTjeF8BiNOB2mBmbjtFc4aTObaeqxMbtjR4MiqZSmYklGQ1G8c7GsoJoStUCTzKtDT7+jVtrsZkNtFUWMzIVRUHl8U93EAjHGA1qgV9kqIZMR2QipZJKqyTT6rymo+YKJ1XFFiYzJl25lMO7AUVRib2LHaOmTKOVyaDNbQ1nArbTYiCRUjEaNGpKdG06LCYaPDZ8mZXMbCwlpYr1bjve2TgpFdyZOaZnh4KcGpiixGbib08MsanZw6bmMjY1e6hx2Xj+1HBWJ7HdYuTc0BTf2X+ZnolZfnp8EFVFUiPr6t14nBYeuGXZvKacQhA0SiKVpr26RG7fXl2MzWzE7TBzd1sFX//USl48O8J39l9m28pKtrRVLIkq+eLm+UVMmKMtLo/PcM+KCmpcdgb92mzQWpddnpvHaSGRSvOd/ZezaKQtbRXXtdvzndzji1EvudD+fkG+s//ykj/zQcENScVcj8KH8GF5dFvbvAG+FzINQMLg3+PUWv6FSuWhtdWStql329nY5OFbn72FVzrHeeqli5wemKKxzAGQcWG0c6zXL/Xj1SVWGsqc+GejdHnD3N7oYjAQltmhwPOnBumdnKNyBIUxG0tRVWRlMhTL22EJMDQVJhRL01FdTOfYzLsqTRQIxdLyO+plm4Wgl0zWltqYmInOa3pqLLPjnY3htJhx2U1cngiRTKtZU5zEyL9UGloqnHz7c2v54o+PMx1Nkkqr1JTaGAlGqXXZ2NxSTrd3Vs6CBah321hRVcSx3gCbW8rmKTuEJE8U5/RSPeFnUu92cLjHR+foXC+CmPVZyIslH7QCqjFTQDVlZdeaz/mcd0tuYTHfODr9LNN8w6sF8kkVc7fPVqSY8lIo+mMWokqXQqW+k3tcyInzGe8t9Bn9f280fKgC+/XAiT4/Pd4QJ/r8nOjz89RLF3mja1J2yOUaC+lLgqcHgjywuhp/SOPVl3scvNI5LpuUNGe+Oa/tB25ZhsNi5LVLXuxmA/esqOA5nfPiKxcnCMXSrF9eSmtlMf/0qxFCsTTDgSiBcAKzAaxmI8vddil1HJ8tHDANzDUjDU3N+cJcjfbcYlRQyebIjSysOAEtqDstRqYi8SwZof7YBgUqi2247UbezkxF0puQCSOz8iKznMIUimVTVgJ6t8eqYisPrllGY7mTIqvmshiKax4tgh47NRCYp/M/NzzDri3NbFtZJYONCGYiKB+87GVDo0dSLnp+/bVLXukTrqcnFpr/uRDyBRthj7trS5OkDgT2nRmWdaBCcsGFZpdC4XGN+bZfiELRHzPf+eS+L2pcuX0k76SGVuihuNhnblR+HT5kVMw7hb4KvqqmFJvZwHQkSSSewm7RuMvBQETyly9mvC1+8HoPJ/v8bGhwE46ncDtM/PP5caKJNCU2EyV2M8+fGuKKdxa3w8JQIMRoMEaDx87ETJzxYJRv7FjFyX4/EzNxiqxGzEaDnD4vgmcknsZkVOid1IJZe3Uxo8EoaVWjGLyzcTY2uZmciWWpQxxmA8W2OX8UFSiyGomnVGLJNE6rAYvRkEXXLCZWNBggd8iQiqZyybUayFWrJFIqcR0lYzUqsvBpymxbXmSh25tdWC62Glm5rITpaIJ4UsVoUKgo0rppQdOot1U58YU0Q7Eda2tYWV3MhUwzj6LAG10+zg8H+f17W3jzyiTN5U68s3FWVBXRVF7E2aEg9W4709EkVpOB9qoixmdimIwKVSU21tW7spb+bqeFw92T0oHxilejXManozx8ez1/sLWVWpedL2xskIMmBCWR6w0USaSWpMIopPD4zv7LlNjN/O2JwSzVyabmMratrMyiLXIN58T5LfW4hcy9loLFaJTFlDlXS6lczbFvFNyQVMw7RW4mISamg9ZgsuueZlBV7BYTzx4fZM8bV6SeHTRfjt/d1CD3AZqa5PTAFC0VTg51++S2AP1+LUAPTUX4y1+8zeaWclJpleoSG8d6A1Q4LURTaWYyQUYL9Ap3NLpJplVW15SwuqaUAxfHGZ6KZjTs8xUlxTbzPFtcvWpGZO8CQi9uMSrUuGxZs0mFdUGByXF5VS7xNPNmqupRVmTFH4oRTao4rVqW3OcLSzvfjuoiRjPWt6FYkploSg6k0Gf9KRV6JrRsOw2cHZqizu2Y950P9/iwmAxMhZM8vKGCWDLN8b4Au7Y0YzYqfKKjij/5+XmmMxa7Ius+1uvnja4JtrRVSkuIVzrH6fGG5JzXjmWljAaj9HhDdI3P0FJRhHuDRc7b1Dfi6DPvfMMt8qFQR7S+wA8a/SJ081fjm3I1yN3HUjPpxbJg/fsLKXPeCT1yo2fgV4trHY33beDXgTjQA3xJVdWphT/13iP3ghFVceGxcc+KCnyzcZ4+0CXnUzZXFNFRU8qF4aAcGH3wspdat52+yRArq0twO83sWFfLs8cHeOn8mGxmmY4msRi1jsVESmXv0X5AU+QAWTzxQ2trON7np72qGLfTwtMHujg9MMXW9gqpp7abjVldsAIz0fx6codFQUEhFE9T7rRgUJDWBH2+CPGUylBmiITFqGA1G/jWZ27h//3ntyU3XuuyUWoz4Q8n8M3G82rM3Q4z6+pL6feHaa8qYmw6SjCS1PZpMjCSoVlsJoU7mz2cGQwyNh1DzZAz/nCCQDhBvdsup0B9rLqYI1d8WQVnBS24m40KVrPCHY0enjs1JEfXWY3w0K11DAcisuklGk/S49WmRV0YCXK4x8fZoSlZhP3ew+toLHfyG//lMP3+sBx4Idr09dzz1vYKPrW6mrNDU5QXWbIGiOdrCNIHmXwqk3zI7cYUFNDOuxqz1Cqbmsclh58P14M7zt1HoYeF3oIjn0fSQsgXiG8G5+uHa83YXwYeU1U1qSjKXwKPAf/+2k/rneFqMouv3N+elSV98UfHAfBmApvbYc5yhPvh6z2Sg//B/7kBQBabuiZmGQxEcDlMVBVbuTQekjNAV9eW4rAYOdStBStRZHRajayo1JQQmkSyX64e7GYDO9bVsqZuhEg8xVQ4Jif0rKktoc8XZjqalLJGp9XAp2+p4eBlTVZZYrNQ47JzemCKX7tlGYd7Jpnwhii1a0OajRlHQpfdjDPTkPOHz57B7dDeF8XG504NsbHJk7cQajYqBMIJXs3IKGdjSRmM4ymVeColi5fRpMovLujklplnhBj+vNzj4NmTg1IqCppnTHt1CSajQcoUExlF0DKXnV1bmjh6xUe/P0wwksQ7E+Nwj4+xaS2r1mSKYDbOyQQ/e2stT/zjBb73+XWyq/NHX7pdesLox8AJ7llk5N97+RLHev1sba+gpWKuvb7QvE0BfaFzoWtTv50YJHG4xyc7OMM5NgKFcDXBsdD9kruPQg8Lfa+HeCDexAcD1zrzdL/un0eBz13b6VwbCmUWhV7Xu9OJbPv+jircTjOgZE2EF00aevWA3nPGbjZkPEk0FlsUUK94Z3nyodU8e3yQZ08OyOAXiqV4azAouzhL7SaZlX//C+tls8kPX++RLe4ATeVa5+d0NCmDfSiW5lR/gE90VLP3aL80EmvwOLCZDXK6e1pVubW+VI5lW+7R5GzDU1FSKrLRaXgqKt0JI/Ekd7eW8auhIEFdM5OgZgRlIpwA1i8vZTwza9Xl0JqGnFZDFi1U7bIzMRtnNqYNoPjzz2i/z6FuH9WlNsaCUWIpKLFrfwfQFEVGg8L2lZXsWFfDrr0nZQDf0lY+b7KOpvUeIRJPcluDWxqz+UMJnnmzj/oyh6Q8fvYHm7MCnJaJ9gEqkUSaPQev8MidDZiNBpmti+sntyFIIJ8+vFDWq9/OH4qzpq6Utspi7LrJSE8f6F5wotE7wUKZ+FJ04eKBA8oNqy75sOJ6cuz/F/DsddzfVaOQv8Riy1N95rXzriZ5wWtOekmePtDN3xwf4HsPr2NNnQvfbAwUhc0tZRzu8UkJpN1sIBBOsLmljFW1pdKO99kTgxy4OD6/49Fhos8XznJvPNzjk6PyxLn7ZmM8e3KQYCTJwS4fgXBCfmb9chdXJmflHMhHNi3n0vgsx3r99PvD7O8cZ9eWJl48N8rwVJSpcFw+EM4Na+PthPsjaNl6ndsuJZgmo4FD3T4eWruM1y55iSeTRJNznym2GXHZNa+czS1lKAoMT2kPjqGAULakJW1SYjOxqamMc0NBNreUyYfYlz/eQlmRhfs6qnjmSB+vX/LSXF7E3qP9WU1CbqeVb77YSY83hMdp5qv3r5DZtz7DdjvyywTnjKc6M2ZsySyvkR++3pPlybK5pQzQVnB//tAd8wYmF0Ju0Fwo69UrRQQf/9gDKxfko5eKhdxMl3JOi3HmHzWf8w8LFg3siqK8AlTneetPVFV9IbPNn6B5Rf2vBfazC9gFsHz58nd0sosh1x8alt69pjct0l/wYlp7ny/M7r99C4OiyGLhI5sasJgM7Lyzkb/4p07J6fb5Qhzu8fHInZoi4dWLE/R4Q1kt9UKGJzJ7Id8rtZtk96u4acqKrPz4i3fw/Ve7+ERHFU+9dBGTojlD2sxGTg9MYTQomYfENGajgfXLXYwFo/T5wnSOzlCdoUU07Xd2UTWRae5pqSji259fy74zIxzrDbCxyYPgTSZn40xHk7gdZqLJBLfUlhKMJOjxhpiJRmjwOFhVW8qeg1fkd5uOat2497SVc2YoyLmhIJ+5tVYG8VxtuAg+boeFfn8Yt9PCYw+slA9XzbRNlXM9hWxVBPZc2Vtu4NJL+25v9JBIpTl6Zc5JE5ASQWE1u2NdbZYTY67pVb6AqT+mPslYbFBLPodF/XUtsBDluJinui8Up2t8hscf7KClomhJw2Nu4sOHRQO7qqr3LfS+oihfBB4EtquqWlAurarqHmAPwIYNG97VvpmrbVjIvVn1N+HOuxqJJFLsvzAm+V+hg740PiODQo83RGOZg5GpqCx6Hrzs5Wd/sBnfbIxjvX4Z1Ovddr738Dq+/2oXwUiCwUCEtspiSu1m6t0O9h7t538c6SMQSsiC6mMPrOTHX7qD/+O/HdVUHcDPz4zw23doD0nRYTo+PXf8jU1uRoJR6U0iuGSBWpeNqhIbqqry1mAwy51v9/ZWAqGEdJZcVVOKoigc6p7UmoE+vxaAL/7oOIOBiPawUzUF0aPb2vj5W0Mc7Jrkew+v40Sfn71HB7CbDdze4J4XlMTvL6bsPLJpORubPLzRNcHqWhc2k5Hd21t1w5uzBy30eGf55oudPP5gx7wW90IFuh++3iOVTHe3lhGOJ7l3RSVb2yvYsa5W8uiQrdkW+xd2sYWsZwslGblYSClSaGWQT7UiVipAlrZd/4DZ1DwubTKgU7pIFjqnfKuTj8qgig87rlUV8yng68C9qqrm17y9D7jahoV8N6ugQjxOC1++twW72UggFOfK5CzN5U72Ztz2tq2szOJ3QQv89kxR9N/+zWm+en87v7wwLjP9re2VnMgM3di1pZlSu1navz5zpFdK7PYe7eeRTQ1yck2Pd5Y+35wJ13Q0id1sYGOTRz5gqko0KmVtnZumcgfnhoLcUqspfbTXSznVP0VliZXTA1MMT0UzmTkc6vbxxAvnOdTtY/f2Vl69qBU8vTMx9rxxhd3bW9nSVi5van1tYmOTG7vFkPEUKZVTc77/ahfffXgdP3i9h0A4wVeeOyPtDcTItZ13NsoMHODKZFh+n9MDGq0j6BRR93A75vTQucGqUFDK/ZsLfhjg6QNdnBsKLtilmdupXKgLM5/3+VKy31w1TT7JodYMl11I1atzdm9vy2pIym0qEr+5vlaQe865D1xxDoVe0z9Y8vmv38R7j2vl2P8/wAq8rCgKwFFVVb98zWd1HfBObih/KC5vbjHdBuZunMceWMkf3r+C//TyZRrLHNxSW8rP3hrmvo6qDL/by6n+KQ51T3JLrYux6VgmK7xMvz8s3RnPj0yxc3OjPL9AWBvGILL1hzfUsb9zjKlwkiuTsxzq9rGpeZyjV3xZdrzrl5ey864mdt7VxDNH+jjV7+dQt0/ys+v/Yj+RRJo/feECZUUWyUv7Qwkayhzc3VrGoW4fa+tcmAwKh3t8NJcXYTYaiMTTsnt1a3sltW77vCB5X0cVPz02QL8/jNmoKXkcFhPheEquYNoqtQD562tq2Hu0n2Sm/V/PJwuv8s0tZWxo9LBjXQ3Pnhjk7GCABo+T4amI7OLUBxbQqJNd9zRjMWUXNhfjifX8cO7whnzXTD49er7uyXzHznf8xTLfQpJDsULQF1Kza0SNebNrsQ/tO5ZJLbzAM0f6ePpAF+F4ShaEl6o1X8gH/ibeH1yrKqb1ep3I9UYhXj33hsr990Lt1eJGFrr0J/7xQqboqWWKGlXQx20NLnasq2XfmWHEoI5D3ZOykeb0QJBXOsfl+T3609Mc7vFR79ZUKstKbfz972+Wk3e2tPn5/IZ67uuoIpE6Tzie4vTAFA6LSX7Xr9y/QlISIgh+7/Pr+MpzZ6h32zg3PENLhZM//XQHz7zZx6Pb2nj98gS3NXiyRv+F4yn2Hu1nTZ1r3kgzgR7vLE+8cJ5wPEm/P4zLYeJQt09+JxEoBTdeVmTlD+9fgc1spHM0yJMPrcbjFHrwTjktSP83KXNa+Ovf3cDzJwd57tQQr3RqWXShYJMbHN9pppwvUxe/TS7/XejhsZRjL+XBk2+f+oeP/trNp87J9xAsPLVoviPlUrXmS5F93sR7C2UBWvxdw4YNG9STJ0++p8fUmyIJrw8RxJ966WKWCiH3M7kc43946W1+eWGMO5vLmI2lePKhVbRUFPFXL1/i6QPdUu0B8IN/6eFQ1wRDU1HW1Jbyq5Egn+yo4vc+3sq+MyOAKrnsRzY14HZa0Mvsdm9vy+uxnU89IY6/e3urzEbFkv7u1rKM7K9J0ii533uhhhP9b6HPXAXubi3nP//OrXk/U6jAWAj6cyuUFRf6+75T7vedGFhdyzGvB1ctfidxLecmKkDejD3f3+Imd/7hgKIop1RV3bDYdh8JSwHINkW6u7VMKk92rKstOETgf7d37zFSnWUcx78/EMK1QCullYWCusEsDdaIFeUvCzZUsY2XeonXeOk/NmDSxEhQm8YYjU2MTTQxRo0kJZg2xWBaK4VKUilaSwvFpYAutgq14bK0tlzS7ZbHP87McObsOTNnLjvnnJnnk2xmZ1nmPDvseXjO+z7nfeMmVS+fPplTrwZL8f7x4Ak23PQO5kwLEmV5zZbHjw6zac/zY/ZJfeo/L3Hh9Yts3fdfXhu9yLZnXgSClrr1q/orvdY/ePhwpc0uafmuZX2zWNY3O1IhXdqVPboKYf+VM7nn0aHKpXLcBHNSv/SZcyOs27KP3UOnGT47Qv+VMzk/MsqSeZdx5MQrPPHcS7z7mtmJCaHWYlVxCaXeBGicVm+lb7SCTvpaWu24yzLcvrlpz/NVG13D2GGgWlclftdnd+mZxF59eazS2LcqmwiUJ8ziJr6iG+Z+e+0AI6ODLJ0/q1JRRtvkym157108hwsjowyfe53l18zmob+fYPSisf3ZYDONOdMm8fjR4co2YOX/YMKVVVi0Wg8n0/Ku7KsH5rFuy9PsHhquTKz2z5vJ+lVvr9pcIDrBHPTMj/Dnf55i9cC8SmfI/XuPsXvoNEBledpypR+tEMMuvS/9sSsMJq2j0uzSreHH6HHqVaOdavFrZ2UcHjos/47WW83R9YaeSezhZFFOgJcS96XKNW7iK7ph7tvmzmDz11ZUXjtaYQJVfyc89PHJ5X3sPHSCuz6ylK37Xqj0ZF8YGa2qtODSJsbRToWktUfKPfh33Le/0spXHmqbOmlC1YbJcVueXT59ciVx37ltkHu/uqLyc5XHUKN93bWScNz7ElbrZ2lUrTjSVPOdqljbsUhXWHjiP/z75npbzyT2sOhJHK5c4/Z3TLNqXXQsuNZ6Gz/6RNADvrJ/bqViXbvsTWMqrbj1q8NrfEfHesutbLuOnGLRFdO4celVfOo9C8ZU/uXPo1crAANXz2L30DBvnTujql0wPM6fNMGY9D4ntR7WS/ztkrYa78Q483hdGfhQigvrqcSedOJGu15q9TInvU64Xaw8Vh7+86Qx2nAXTq3OjlqVXrQVrtwTfsX0yVVtbfUWdzpzboSpkydUhpPSrCOSRr21epp93bQaHacPLzOQVSzOtaKnEnuaBNN8q9qldrFGLrfr3S6eJq5oK1x4fD4pWSXdkFKePL11+YLKFUy42m5mKKEd7X/jKbrj0fmRN7p+F3vX3XoqsadJMHGJNnpXXdzrfPH9i6vG4esdJ8mmPc9xz6NDnB8ZrVpgqValF9eHXX4MzyOEk1VcIo3rRoneAdnMUEKaKjXu6qGZVslmRN+Lo6fOcuD4y7GdUs4VQU8l9mYug+PuqkvT+tZ8pafIY2uqJ9cmjkmg4QSdfPPJaFU3zXhUsdHXjQ4vwfhVz9H3Im7uoVO8n9y1Q08l9mZ0+q66aMdOnGZO/mjiTJugg7bI6m6aZjQac9ydluN13HpzD+2Q9ufPckjKdQ9P7HVEO0I6cbx6J3SnT/52JLpGY05zm/94HDd67HZJG0en+uldd/PEXkCdPvnbdZdk+LFT8pIo08bhXTOuHXpmrRjnWuFj3y4P0q4VM6ETwThXdOWhlPv3Hss6FOfq8qEY51JoZkjHq3yXFa/YnUuhPPbdSIL2Kt9lxSt258ZJuMr36t11UksVu6TvSTogab+kRyS9pV2BOVd04Srfq3fXSa1W7Heb2XcAJK0DvgvkYs9T5/IkL22Xrje0uufpK6Gn00na7se5Huf96a6TWh5jl/R94AvA/4AP1Pi+24DbABYuXNjqYZ1zziWoe4OSpJ3AVTF/tNHMtoW+bwMwxczurHdQv0HJOeca17bNrM1sdcpjbgb+ANRN7M4558ZPq10x/aGntwCHWwvHOedcq1odY/+hpCXAReDfeEeMc85lrtWumI+3KxDnnHPt4UsKOOdcl8lk2V5JpwiGbtJ4M3B6HMNphyLECMWI02NsnyLE6TE25hozm1vvmzJJ7I2QtDdNe0+WihAjFCNOj7F9ihCnxzg+fCjGOee6jCd255zrMkVI7L/IOoAUihAjFCNOj7F9ihCnxzgOcj/G7pxzrjFFqNidc841oBCJvQgbeki6W9LhUpy/kzQ765iiJN0q6aCki5JyN8svaY2kI5KGJH0r63iiJP1a0klJg1nHkkTSAkm7JD1b+rden3VMcSRNkfQ3Sc+U4rwr65iSSJooaZ+kB7OOJa1CJHaCDT2Wmdl1wIMEG3rkzQ7gWjNbBvwD2JBxPHEGgY8Bj2UdSJSkicDPgJuAAeAzkgayjWqM3wBrsg6ijlHgDjMbAFYAX8/h+wjwGnCDmb0TuA5YI2lFxjElWQ8cyjqIRhQisRdhQw8ze8TMRktP/wr0ZRlPHDM7ZGZHso4jwfXAkJn9y8xGgN8SLCyXG2b2GHAm6zhqMbMXzezp0uevEiSk+dlGNZYFzpaeTip95O68ltQHfBj4ZdaxNKIQiR2CDT0kHQM+Sz4r9rAvAw9nHUTBzAfCG4IeJ4cJqUgkLQLeBTyRbSTxSkMc+4GTwA4zy2OcPwG+SbDQYWHkJrFL2ilpMObjFgAz22hmCwjWfb89jzGWvmcjweXw5rzG6LqfpBnAA8A3Ile8uWFmb5SGV/uA6yVdm3VMYZLWAifN7KmsY2lUy1vjtUsRNvSoF6OkLwFrgVWWUR9pA+9j3rwAhHd67it9zTVI0iSCpL7ZzLZmHU89ZvaypF0E8xd5mpheCdws6UPAFOAySfea2ecyjquu3FTstRRhQw9Jawgu2W42s/NZx1NATwL9khZLmgx8Gvh9xjEVjiQBvwIOmdmPs44niaS55c4xSVOBD5Kz89rMNphZn5ktIvh9/FMRkjoUJLETbOgxKOkAcCPBLHXe/BSYCewotWX+POuAoiR9VNJx4H3AQ5K2Zx1TWWni+XZgO8GE331mdjDbqKpJ2gL8BVgi6bikr2QdU4yVwOeBG0q/h/tLFWfeXA3sKp3TTxKMsRemnTDv/M5T55zrMkWp2J1zzqXkid0557qMJ3bnnOsyntidc67LeGJ3zrku44ndOee6jCd255zrMp7YnXOuy/wfl87c1NgckscAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.降维查看异常点去除效果\n",
    "pca_2 = PCA(n_components=2,whiten=True).fit(data_ad)\n",
    "data_ad_pca = pca_2.transform(data_ad)\n",
    "plt.scatter(data_ad_pca[:,0], data_ad_pca[:,1], s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./scaler']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 基于data_ad,重新stand_scale\n",
    "x_train_baseline_stand,scaler = standard_scale(x_train_baseline_ad)\n",
    "joblib.dump(scaler, './scaler')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.使用data_ad 训练HA（Health Accessment） Model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./model/pca_1XX']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pca and T2\n",
    "import joblib\n",
    "import os\n",
    "from sklearn.decomposition import PCA\n",
    "def dimension_reduction(x,whiten=True):\n",
    "    pca = PCA(n_components=0.95,whiten=whiten).fit(x)\n",
    "    return pca\n",
    "\n",
    "def cal_T2(data,pca):\n",
    "    T2=[]\n",
    "    projected_data = pca.transform(data)\n",
    "    eigenvalue_matrix = np.mat(np.diag(pca.singular_values_ ))\n",
    "    for x in projected_data:\n",
    "        tmp = np.mat(x)*np.linalg.inv(eigenvalue_matrix)*np.mat(x).T\n",
    "        T2.append(tmp[0,0])\n",
    "    return T2\n",
    "      \n",
    "# 使用归一化的、去除了异常值的健康数据\n",
    "pca = dimension_reduction(data_ad.values,whiten=True)\n",
    "if not os.path.exists('model'):\n",
    "    os.mkdir('./model')\n",
    "# 保存pca模型\n",
    "joblib.dump(pca,'./model/pca_1XX')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.健康分查看\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_train(train_no=1, use_cols=[]):\n",
    "    input_dir = '../../2.1preprocess_train_data/9.select_features/train_data/'\n",
    "    train = joblib.load(input_dir+'train_0%d.lz4'%train_no) \n",
    "    y_train = train[['RULR']]\n",
    "    x_train = train[use_cols]\n",
    "    return x_train, y_train\n",
    "\n",
    "x_train_01, y_train_01 = load_train(1, use_cols)\n",
    "x_train_02, y_train_02 = load_train(2, use_cols)\n",
    "x_train_03, y_train_03 = load_train(3, use_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_T2_df(data_stand, pca):\n",
    "    T2 = cal_T2(data_stand,pca)\n",
    "    T2 = pd.DataFrame(data=T2,columns=['T2'], index=data_stand.index)\n",
    "    # plt.figure(figsize=(10,8))\n",
    "    # T2.plot()\n",
    "    # T2_ewm = T2.ewm(alpha=0.4).mean()\n",
    "    # T2_ewm.plot()\n",
    "    return T2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103367, 17)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_stand = standard_scale_new(x_train_01,scaler)\n",
    "data_stand.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "T2 = gen_T2_df(data_stand, pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f48720c6320>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9YXhAmcePcHcebmqhfd9h/uySszWBjUgWCgIxmPyh8ZXOQsVUqhPQM8u38r8fXQrAgAHG5z58bmUyIjWrYepTXHT2cP5z8gf69UWGqoPKJXKh25+/IIXIdb6Pe+C4HaEd5sJxwzWXsZTN4rd29doOVu1KMcfwpjCJzBIzawppI81srpmtC/9HhHQzszvNrDlMRH9Rsdvvj15a10bD1KdY3lr4NI39TabxhFLp8fjts05LTBCWyujvFxmlKgl81N0nuXtjeDwVmO/uE4D54TGk5iOeEP6mkJqUvibl6g//nWfXAvDD59bFlZ2SKOZqvnXnwcT0kpJk6e8XGeWqDroWuDcs3wt8MpJ+n6csAIZ3m5O4ZuQ6YZ5TPwyAi94zMqbcxCPXVJKbdhzo98VmkVpUiiDgwLNmtsjMpoS0Ue6+JSxvBUaF5TFA9EzQEtISZUjdQACGDRlY4ZwUpphG3oYzTu73xWaRWlSK3kG/5+6tZvYuYK6ZrY4+6e5uZgWdPkIwmQJw9tlnlyCL8dPgCCnpwDF2xMn9vtgsyda29zCnDa07cRFXK4ouCbh7a/i/HXgcuATYlq7mCf+3h9Vbgejl4NiQ1v09p7t7o7s31tfXF5vFitA0iinp6K/PQ6pd06Z27pi3Nmvb1Qdum8fV//HrmmvbKioImNkwMzs1vQxcASwHZgGTw2qTgSfC8izgxtBL6FJgd6TaSPq52rglTpLqU3e9wh3z1uVsu9rQtr/m2raKrQ4aBTxuqcu8OuABd3/GzBYCD5vZZ4E3gU+H9WcD1wDNwAHgpiK3LzE6dPRYyd4rVyOySCX11nZVa21bRQUBd98AvD9D+g7g8gzpDtxczDb7i1ocMvlIx/Gcz3cc04ld+r/e2q5qrW1LdwyXSa3VgbfvP5L1xq+0HfsO90jTFb9IdVMQkLzkUw868pQhPdI6G4ZrLCqK1IjEBAF351+fXMm3Zq+KpXW/1k55edWD5rjqr7XPQ6RWJGYU0c3tB7n7pY0AjBg2WKNKFiifetAdBQRX1RKJVIfklARCxcTwoYPiad3PWf3RP8+AvTV2n5EpUGTZ1XLPJyAi+UlMEEg7dWhdLK37+Zziaq0H0cCB2b9OPc75tbXrIv1W4oKAlJHqeET6ncQFgbiuvmuxtqO3LqKleo2IxCcxDcNpcZ2Uaq2qB4q70K+9T6O2HTvufH/uWobUDeDPL31Pzd0gJZ0SFwSk73or3WSKEaoh6p+eXr6FHz7fDMDgugHqTVfDElcdVG4zfrORhqlPsXXPwUpnparoZrH+5fDR1BAh5591Ws2NlVONtu4+RMPUp/jnR96IfZTSxASBuKpnpr+4AYCFm3bGsr18tO46yPXTX+HtXcUFpt6u6gu56j923GtuSN5ako7Z5406VVVBMViyeRcADze1xD5KaWKCQFxGnpz6wZx1+kkVzkmnWx9dyoIN7Xz5sWV9fo9pzzf3OoBcoe59eWNJ309KT2M/xeu8UafEXvJSECjSr9a2cfszq09c1Q4amLqEGlxXPR/t+959KgC/NfrUPr/Hv89ZQ2svJYmO4z2DRPockrkcpiqiaqXau7ilfigNZwyLveSlhuEiTZ7xGgCnDx1UtY1nQwelpsM7aVDfp8V7/9jTqT91CKu37s26zs79R3uk5ZpZbPKHGvqcH4mHygG1r3ouV2NSrtLtiSJcNV5ClSBPa7ft6/WzGzFsUEHvqbrm6lWLXZyrW+U+7z4HATMbZ2bPm9lKM1thZn8f0r9mZq1mtiT8XRN5za1m1mxma8zsylLsQLVIn9Cq+adTTAA8ePQYL65ry7nOwAHVvPfSF2oSiEvlPuhiqoM6gH9w98VhnuFFZjY3PPd9d/9OdGUzmwhcD5wPnAXMM7Pz3L10cxbmoRov1MutVLt8tA8zh6UbFjftOKDeQP1IEn8n1aASn3ufSwLuvsXdF4flvcAqYEyOl1wLPOTuh919I6l5hi/p6/b7qtxXNtX846nkRV3z9n01N0F3EqggEK9KlLxK0iZgZg3AhcCrIekWM1tqZjPMbERIGwNEzwItZAkaZjbFzJrMrKmtLXcVhPQursCU6QucTjrzlMF8bOKoeDIiJaMuorWv6CBgZqcAjwJfcPc9wDTgXGASsAX4bqHv6e7T3b3R3Rvr6+uLzWKsLMNS1SjzDzrXRPPv7DvCvJXbuqSpeqh6Je0O7/te3lTpLAD9rDoIwMwGkQoA97v7YwDuvs3dj7n7ceCndFb5tALRuyDGhrRYlOLDPXbc+fELzfzouXV5nMCq5woqrp4e7fszTTSf+j/hXT1vglH1UPWrnm9xef3LrBWVzkLF9Llh2FKXCncDq9z9e5H00e6+JTz8Y2B5WJ4FPGBm3yPVMDwBeK2v26+Ex19v5fZn1gBQNzDzoFrVfAVV/h909n0ff2bPm2A+0DCy3BmSPqreb7GUWjElgd8F/gL4g27dQW83s2VmthT4KPBFAHdfATwMrASeAW6Ou2dQsQ4c6QDgorOHZ721uxp/PHHFpUL7/f/guXUALG/dzfefXaPqoWqUlKJAEd7/9We57q6X++33t88lAXd/icznvNk5XnMbcFtft1lpz63aDkBDhqvaQhw4kop9M5s2c9UF747tpqlyt/EdO17YBv7uDyYA8IkfvATAyUPqqvau66Sp4gJt1dl98CgLN+1kZtPmfvn91R3DBXhhbaqn0sq392Rdp7ltX2rdNdl7NS1+KzXC6Oubd8VSLx7X73nL7kxjC2X/wBduau/yWEMWVx/NDJe/Yr6/leyElbggUAqrt+6lYepTNG/f1+O5XQdS4+d05HlVXI4T378/vZop9zX1KJ6W+wedaWyiEwPIZYhE3fc9U4nojnlr+eJDr/fbonZ/pWEjCleKEn0lPvfEBYFSFnPv+U3fhkKORv1MX5wP3/48n5nxWp9PfNN+tZ5nV247UcqIq2g//OSeYwelRx5NT1IS1X3fM+3vHfPW8fiSt9WTqEJ0m0C8KlHySlwQKOWX+qO/9a4+vW7f4Y6cz7/ZfoAX1rYVfeLrfnNWuX/Quw/2HEX0m0+vBsg47lD3k36u/dWNZvFKXzgoCBTvwm88y7U/fKlqS7OJCwKldPrQwkbNTDv1pPza44utKkrfnBVXt9VMNWDpxmL33k/6ufa3+41mUl6qDCqdnQeO8kbL7rwu6lQdVGWat+/jjnlrs0bwvh6ugXmelIutY+x+Uq3kRZ3T+0k/1/6q0bgy1DBcOvl8h48cK+3sfflIXBDYd/ho3sWyj33vV9wxb13WCF6OC+ymSI+ZYouPsY/Xn+N8MXCA9fojyLW/mnsgXunv9pwV23ir/UBlMxOzLz28hA9+c37Jq2/y+Q4/t3o7d85fl+eoBKWRuCCw+2BHwXXtWW8Mi0SBQg5YruqZF9e9c2K51I2h5a7fPZ4jCgwaaD1+BDObNnf53OJq/P3us2tomPoUb/cyXaak/LxKxtUptf9a8GbGkv5ji1vZsvsQM5s2s/fQUT5w2zz+7y875+cu98n5e3PX8u1n13JvTJ974oLA6UPrCq5ayBbBo6fyQk5g+RYgSlUFElfvoENHs98AfrTDe/x4rmscx95DnY3JcTX+3v1SqlfXQ6+9Fcv2+qfOL83Hz393BfNRHs3b9/F/frk8Z0n/usZxLG3ZTdvew/x8Qed3Ja6LlYNH4hlQIXFB4JQhg3IWy7bvPcQ3Z6/KK9pHG0ILOYEdz3FJHj1f99cqkOfXbOcH87sWZ4+5c9cL67us133/fhHTSXlwXeprf9l5/WuE2ko5bWjtTUWevmAZdeqQnBdbjyxq6ZHW28VZy84D3P7M6oJKDJnOCEMHx3N6rr2jW6Sb71/Mwk07qctjqsSnl205sTxrSStf/Pj78trG3kPZu4gezHE1Xaj1bfs4t/6UE4/L3cg3pG4AO/cf4aZ7FgKdJ9u0lVt293hNtDfEyi3ZJ7Fv33+kZEHxaEeq8e3FNW0axC6LaOnxePxtlbE545QhWb9XM5s28/jrPQc67u17+KfTXmbbnsOcPnRQn4eRePfpJzH5Q+P79NpCJa4k0Jud4Y7fyyZ0XiVmi+hru9wxnH+dy6knZe9ammtIikL925Mrga4n2iVv7eRPfvwb3tnXddjn259ZzXu/PLuo+s6DR46d6N0wbMjALldMAwy+1EuQ/Pq152d9rpRF8KGDU3c2f+L9Z5XsPWtZrpJrLetrdey2PYcLfn33s8fo00+KrSYgcUGgt95B6aEg9kTqqrOdgI50dF4i/a/3n0XD1KfyykPdwOwB44Ixp+X1Hvn4kwtTE7ftDzenHTxyjCk/X8Tit3bx4+ebu6z74xfW03HcizrZHjnm3HRPanTwwQMHdPkSH/eeYwVB1yvOJ15vzXpsStlekG6Yz3SHs6REv6G1HANWbtmT9TtX6En4eLcbZbq//uCRY6x4ezf/42tzuH76K3zom/P5x4ffoH3/Ef72/sVd1n39rV3qHVQuuw92cNev1ve63nfmrDmxnC2ib9tz6MTyhrae4whlk6vMMHRQ5hq6jmPHC57q7475qaGap4X9fXbFVrbvTV2lfGB85mqQYhuj01U6ew91dPkSDxs8sNf3vvO55qxBKJ9G3B8938z/eXxZl+3u3H+Ef3x4SZe09Oe4s0rv4Kw2tX6vQLbv3Pocv+lMv8U//MGvc564f/tfnuEzMxay91AHCza08/buQzyyuCXr9tU7qMSiV5wLN+7odf3okBDZrgjOPKUzfX8BLfnRvHT/omXqybPvcAfv/crT3DB9AS+s2c638my4/sLlqaGa03ftbt3TWQU0Z/nWXl+/Y1/PmcLy1XHcufflzrGVBljPLqLd932AZQ9C+Zywvz1nDf/16ltdflRPL9/KI4tbuWNuZ1BPt7toPKLsjkamCi1whPCq8fX/XsFf3buw50CK3U7gF71nBJn808wlGdPb9x/JWDpatWVvl+9Upt9opiFjspVyDx7JPbxMqcQeBMzsKjNbY2bNZjY17u1D53j+ubyxedeJ5Wwn3B2R9N80v5NxnUyidfTpenuANVv38OLanmPs7DqQ2s6Cje185p6F3PXihrxOYPfkuJLIVnJJX328sn4HF//bvF63kVvnfh44eozFb+7s8uyXH1vW5fHJgwdmDbibduzPe6uZAsnhjs5fbfoHfLCjhls8i3TzA53VE/21TeCe32xi3qrtPX4r/2/2qhNzWABcd9crGV+/emvm38hdL6zPWja66oLO7rSZfqND6nqecr85e1XG9xo6OJ5+O7EGATMbCPwIuBqYCNxgZhPjzAPA5vbeTyhrtnX2VMl2wt22u7M66LIJZ+a9/ejVfnpiFYAr7/g1TZETZTr4DMzQUynbFfPhjs4At+Gd7MXZSeOGn1hu3dl509SBw0c5dtz5yuPLMr0sb3UDjMkfajjx+Nhx55YHutZ77j3YNbgeznFS/qvLzsl725kCyZWRH+eJT7Ofntzilu/HdPy49zo4YiVc1ziO+17exNdnrWDttr389Nf5jf6b7WLxpeY2fpKlSvnD337hxPIPn2vmU9Ne7vL8rgyDLM4Lk1V19976YXnls1hWaD1zURsz+yDwNXe/Mjy+FcDdv5ntNY2Njd7U1FTwtvJtpBURqWabvvWHBb/GzBa5e2M+68ZdHTQGiF5Wt4S0Lsxsipk1mVlTW1v2GbpERKQ4Vdkw7O7T3b3R3Rvr63VXp4hIucR9x3ArEK3MHhvSSq4vRSgRkaSJuySwEJhgZuPNbDBwPTAr5jyIiEgQa0nA3TvM7BZgDjAQmOHuK+LMg4iIdIp9ADl3nw3Mjnu7IiLSU1U2DIuISDwUBEREEkxBQEQkwRQEREQSTEFARCTBYh07qC/MrA14s48vPxPIf3jP/k37WnuSsp+gfS2197h7XsMtVH0QKIaZNeU7iFJ/p32tPUnZT9C+VpKqg0REEkxBQEQkwWo9CEyvdAZipH2tPUnZT9C+VkxNtwmIiEhutV4SEBGRHGo2CFTDhPaFMrNxZva8ma00sxVm9vchfaSZzTWzdeH/iJBuZnZn2MelZnZR5L0mh/XXmdnkSPrFZrYsvOZOM+s5gXFMzGygmb1uZk+Gx+PN7NWQt1+E4cYxsyHhcXN4viHyHreG9DVmdmXlgFIIAAAD10lEQVQkvWqOv5kNN7NHzGy1ma0ysw/W8DH9YvjuLjezB83spFo5rmY2w8y2m9nySFrZj2O2bZSMu9fcH6lhqtcD5wCDgTeAiZXOVx75Hg1cFJZPBdYCE4HbgakhfSrw72H5GuBpUnOnXwq8GtJHAhvC/xFheUR47rWwroXXXl3B/f0S8ADwZHj8MHB9WL4L+Nuw/HngrrB8PfCLsDwxHNshwPhwzAdW2/EH7gX+KiwPBobX4jElNVXsRmBo5Hh+plaOK/D7wEXA8kha2Y9jtm2UbL8q9cMo88H6IDAn8vhW4NZK56sP+/EE8HFgDTA6pI0G1oTlnwA3RNZfE56/AfhJJP0nIW00sDqS3mW9mPdtLDAf+APgyfDFfweo634MSc0/8cGwXBfWs+7HNb1eNR1/4PRwYrRu6bV4TNNziI8Mx+lJ4MpaOq5AA12DQNmPY7ZtlOqvVquD8prQvpqFovGFwKvAKHffEp7aCowKy9n2M1d6S4b0SrgD+GfgeHh8BrDL3TvC42jeTuxPeH53WL/Q/a+E8UAbcE+o+vpPMxtGDR5Td28FvgO8BWwhdZwWUZvHNS2O45htGyVRq0GgXzOzU4BHgS+4+57oc566HOjXXbrM7BPAdndfVOm8xKCOVBXCNHe/ENhPqkh/Qi0cU4BQV30tqcB3FjAMuKqimYpRHMexHNuo1SAQ24T2pWZmg0gFgPvd/bGQvM3MRofnRwPbQ3q2/cyVPjZDetx+F/gjM9sEPESqSug/gOFmlp7tLpq3E/sTnj8d2EHh+18JLUCLu78aHj9CKijU2jEF+Biw0d3b3P0o8BipY12LxzUtjuOYbRslUatBoF9OaB96A9wNrHL370WemgWkexFMJtVWkE6/MfREuBTYHYqNc4ArzGxEuDq7glRd6hZgj5ldGrZ1Y+S9YuPut7r7WHdvIHVsnnP3PweeBz4VVuu+n+n9/1RY30P69aGXyXhgAqnGtao5/u6+FdhsZu8LSZcDK6mxYxq8BVxqZieHvKT3teaOa0QcxzHbNkojzkaVmBtwriHVu2Y98JVK5yfPPP8eqaLeUmBJ+LuGVD3pfGAdMA8YGdY34EdhH5cBjZH3+kugOfzdFElvBJaH1/yQbg2WFdjnj9DZO+gcUj/2ZmAmMCSknxQeN4fnz4m8/ithX9YQ6RVTTccfmAQ0heP6S1K9QmrymAJfB1aH/PycVA+fmjiuwIOk2jqOkirhfTaO45htG6X60x3DIiIJVqvVQSIikgcFARGRBFMQEBFJMAUBEZEEUxAQEUkwBQERkQRTEBARSTAFARGRBPv/1IfzxGPjhRsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(T2)\n",
    "plt.scatter(range(len(T2)), T2, s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4872334b38>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def box_filter(x):\n",
    "    '''\n",
    "    描述：\n",
    "        箱线图去异常值，x为array\n",
    "    '''\n",
    "    q1 = np.percentile(x, 25)\n",
    "    q3 = np.percentile(x,75)\n",
    "    iqr = q3 - q1\n",
    "    low_bound = q1 - 1.5*iqr\n",
    "    up_bound = q3 + 1.5*iqr\n",
    "    x[x<low_bound] = low_bound\n",
    "    x[x>up_bound] = up_bound\n",
    "    return x \n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "plt.subplot(121)\n",
    "T2_ad = box_filter(T2.values.ravel())\n",
    "plt.scatter(range(len(T2_ad)),T2_ad, s=0.8)\n",
    "\n",
    "plt.subplot(122)\n",
    "T2_ad_rolled = pd.Series(T2_ad).rolling(window=5000, min_periods=1, center=False, win_type ='triang').mean()\n",
    "T2_ad_rolled.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 效果不理想的原因 \n",
    "没有利用刀具的规划路径x,y,z , 导致不同工况下的数据不具备可比性， 因此使用计算偏离健康数据的健康程度的方法可能不适用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
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 "nbformat": 4,
 "nbformat_minor": 2
}
